{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "179f379b",
   "metadata": {},
   "source": [
    "# Hierarchical Reconciliation - Example on the Australian Tourism Dataset\n",
    "\n",
    "In this notebook we demonstrate hierarchical reconciliation. We will use the Australian tourism dataset (originally coming from [here](https://robjhyndman.com/publications/hierarchical-tourism/)), which contains monthly tourism numbers, disaggrated by region, travel reason and city/non-city type of tourism.\n",
    "\n",
    "We will use techniques presented in Rob Hyndman's book [here](https://otexts.com/fpp3/hierarchical.html), and we will see that reconciling forecasts can be done in a few lines of code using Darts.\n",
    "\n",
    "First, some imports:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "288c82a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pprint import pprint\n",
    "from itertools import product\n",
    "\n",
    "from darts import TimeSeries, concatenate\n",
    "from darts.datasets import AustralianTourismDataset\n",
    "from darts.models import LinearRegressionModel, Theta\n",
    "from darts.metrics import mae\n",
    "from darts.dataprocessing.transformers import MinTReconciliator"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee24fd5b",
   "metadata": {},
   "source": [
    "## Loading Data\n",
    "\n",
    "Below, we load a single `TimeSeries`, which is multivariate (i.e., contains multiple components). We simply use the `AustralianTourismDataset` Darts dataset for simplicity, but we could also use `TimeSeries.from_dataframe(df)`, providing a DataFrame `df` containing one column per component and one row per timestamp."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "877c48bc-31c6-49a6-805d-5b33a00e2140",
   "metadata": {},
   "outputs": [],
   "source": [
    "tourism_series = AustralianTourismDataset().load()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0859b53b-3747-4585-a8b0-4f411690d0c1",
   "metadata": {},
   "source": [
    "This series contains several components:\n",
    "\n",
    "* One component named `\"Total\"`,\n",
    "* One component per region (`\"NSW\"`, `\"VIC\"`, etc)\n",
    "* One component per tourism reason (`\"Hol\"` for holiday, `\"Bus\"` for business, etc)\n",
    "* One component per (region, reason) pair (named `\"NSW - hol\"`, `\"NSW - bus\"`, etc)\n",
    "* One component per (region, reason, \\<city\\>) tuple, where \\<city\\> is either `\"city\"` or `\"noncity\"`. So these are components named `\"NSW - hol - city\"`, `\"NSW - hol - noncity\"`, `\"NSW - bus - city\"`, etc.\n",
    "\n",
    "Let's plot a few of those:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "12f0066e-7607-4e5f-a3ca-d8a36aec309a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MTAx9+vTBZrOxb9++gOnxpmmYOHFitZAG6N72wIEDcbvd7NmzJ2A6oNzbv+aaa3wP4Xg577zzMBgMLF26NOBPZHpbFWeccQbh4eHV1kdFRdGvXz8cDodvWG5z8s0335CSksLAgQNrbHFUpSUMv/c5j2nTphESElLrdi3RwZuXl8eOHTuwWq1MmDChxm2CMbKnJo8f2q7hb3tJJhpJS3j8/oR5vIwePZpDhw6xdetWhg0bFhA9dYV5vIwcOZK9e/eyY8cO33wBzc3Bgwf59NNPMZvNPPjgg9XWd+7cmYkTJ7Ju3Tp+++0332xlgcAb36/L6I4aNYqkpCS2bt3qG+XjD1u2bOGNN96guLgYm81GWVlZpXebzUZGRgagj+TxJu+ri5Yw/N4wT30PSVZ9gjcQuaZWr16NEIIJEyYQGhpa4zYt7fE7nU5fqM3bWvdSNc7fVvL2tBuPvyXG8vvTsevFa2QDGeevq2PXS0sMX3ziiSdq9fa9eA1xIMM9paWlPiN33nnn1bpdYzt458+fz3vvvceCBQv44YcfWLJkCStXrmTjxo3s2LGDAwcOUFJSQv/+/bn66qv92ufQoUOJjo4mNTWVtLS0BunxB1ElDXNdGI3GgHv9/txDLT2kc/fu3djtdvr160dsbGyldW01zt9uDH+/fv0Cnm+koR4/BG42LqfT6YvF1mX4A93Be+DAgTq9fS9ew79w4cKAzUm8dOlSysrKGD9+PF27dq11u8Z08B49epQ1a9YQEhLCZ599xnfffceiRYtYvnw569atY+vWrezbt4/Dhw+za9euWr3ZqhiNRl/cfe3atX7r8Zf9+/eTlpZGx44d/WrdBDrOX9uDWxVpaY+/tvi+l7YY7mk3hr/icLRA1MypqamkpqYSGxvrV+im4sieQAwx3b59OzabjQEDBtT5uH+gk7U9+eSTaJrG7Nmz6dOnT63bDR06lL59+5Kdne3rm2huanpatyYqJmvz97/58ccfEUJwxhlncOWVV3LhhRcyY8YMpk+fzsSJExk1ahQDBw6kZ8+eWK3WBukOZLjH6+2ffvrpNfYDVSWQHn9paSkbN27EaDTW+PCjl8TEREJCQsjKyqKoqKjZdVSltvi+F2n4WzmBNPxeb3/KlCl+3UCJiYl06NCB3NzcgAwx9Se+D/rMU1FRUWRlZXHs2LFm1bB//36ft//AAw/Uua3BYAhouEfTNL8Nf8+ePYmNjSUnJ4fMzEy/9u/N43LRRRc1SWdNtIThry/M46Whhl/TNJ544gnefffdeivR9evX43K5GDVqFNHR0bVuZzQaW3RIp/dcazP8bXE8f7s0/IHwVhoS5gHd0AVy8vWKI3rqwmg0Bszr99fb9xLIYZ3bt28nKyuLHj16+Dz62jAYDA0K9xQWFvL7779jMBjqrVQaw4QJEzAajWzevJmysrJm26/L5WLZsmWA/4a/YgevP5XiZ599xiOPPMLcuXO5++676zT+/oR5vLRUuMftdvv64Woz/G0xzt+uDH9jOnjLysr88oS9F62/hh8C+yCXvx4/BCbcs3fvXj777LN6Y/sVmTp1KjExMezZs6fZb+jffvsN0CsXf7KANiQ3/6JFi3A4HEyZMoVOnTo1SWdNREdHM2LECFwuV7PG1lVVpbCwkP79+9c5/LgiDengLSsrq/Tfv/jii9xyyy21TidZcWL1+mipIZ379u2jrKyMXr161Rky9YZ7VqxYEVA9zUW7MvwDBw4kPDyc1NRUcnJy6t1eCMG5555Lly5duOyyy2o1jHl5eezcuZOQkJBqE6/URaAMf25uLgcOHCA0NNTXeVsXzdnBK4Tg448/ZsqUKWiaxpw5c/xOhW2xWDj33HOB8nh8c1HR8PtDQ0b2fPfdd0BgwjxeAhHuaWiYx4u/hv+1117jyJEjjBo1ih9//JGQkBDefPNNrrvuumod+E6n09d57Y/z1FIje+qL73tpc3H+uhL5tKJXo6ma5Gjy5MkCEIsXL673twsXLhTocwH4Xn/729/Etm3batzu5JNPbpC2nTt3CkD07du3Rq0Vsdvt4sorrxSzZ88WpaWlde7Xm3DLXz2rVq1qVKK0qnoPHTokZsyY4Surs846S+Tk5DRon1988UWzJyY7fPiwL+mXzWbz6zebNm0SgBg0aFCd29lsNl/ysqSkpOaQK4SoXraffPKJAMQFF1zQbMeYPn26AMS3337boN99/vnnAhDnn39+jVqFECI7O1tER0cLQCxZskQIIcTvv/8uwsPDBSAuv/xy4XA4fNuvX7/er/L2snTp0kbdc7XprQ1vIsMnnnii3n0CIioqqlpiuaYQqCRtwTboLW7458+fLwDxzDPP1Pk7TdPE2LFjBSDuv/9+MX/+fBESEuIzahdddJHYsmWLEEKIe++917ddQ3A6nb595ufn1/kn33fffb5jn3322XUasIcfflgA4q677vJLR15engBEaGiocLlcfuv36nW5XOLVV18VERERAhBxcXHio48+Epqm+b2vilrMZrMwmUwiNze3wb+viTfeeEMA4uKLL/b7N2VlZcJsNguj0ShKSkpq3e7XX38VgBg5cmRzSPVR9VpISkoSgEhISPCrXDVNE1lZWWL37t1i1apV4ocffhAffPCBeOGFF8QDDzwgbrrpJmGxWITBYBDHjx9vkLZ9+/YJQHTr1q1GrUIIceuttwpAzJgxo9LyVatW+SrKCy64QJSVlQkhhHjhhRcEIK6//nq/NHgr886dOzdIe216a2PatGkCED///HO92w4YMEAAYsOGDQ3WVBvS8DeSqgX3wQcfCEBccskldf7u+++/96Xu9XrY6enp4rbbbhOhoaE+I3zBBReIoUOH+n1xVEVRFAGIFStW1Pon//HHH8JgMAij0Sg6dOjg87bsdnuN25911lkCEF9//bXfOnr27CkAsXfvXr9/k5aWJnbt2iUmTZrkK4/LLrtMZGVl+b2Pmjj99NMFID799NMm7ScpKUncddddIjY2VgDiww8/bNDvhw8fLgCxfv36Wre58cYbBSAeeeSRJmmtStVrQdM00blzZwGI/fv31/nbwsJCn8Gq7zV16tQGa6uYojkjI6Oa1gMHDvhSGFdtHQshxIYNG0RcXJwAxJlnnilKSkrEBRdcIADx0Ucf+a3Bex8WFhY2SL+/xrTiefpzTXtTej/33HMN0lMX0vA3kqoFt3379krhlZpwu91i1KhRAhCvvvpqtfUZGRnijjvuEGFhYb4byGAwiLy8vAbru/76633HqelPPn78uEhMTBSAePTRR8W2bdt8xv+iiy6q1Fz2ao+JiRGAOHLkiN86/vKXvzSosrDb7eLOO+8UFovF5/398MMPfh+vLl599VVfJdJQ3G63WLx4sTj//POFwWDw/T9TpkwRxcXFDdrXzJkzBSDefvvtWo/VpUsXAfhaf81FTdfCRRddVG8FZrfbfRV/RESEGDRokDjppJPEeeedJ2bNmiVuv/128fjjj4vXX39dfPHFF+Lo0aON0nfKKacIQPz000/VtF5yySUCEHPmzKn199u2bRMdO3YUgJg2bZrvmj506JDfGoYNGyYAsXnz5gZp99eY7t+/v1LLpj4+/fRTAYhzzz23QXrqQhr+RlK14JxOp89TqK2J+8033/j+cG9TtCaysrLEnXfeKcLCwnzxzobiDUPMnj27Ri/v0ksvFYCYNGmSL3a4adMmnxd72WWXVYop7t69WwCie/fuDdJx//33C0A8/PDD9W6bnZ0tRo4c6TOqc+fOFfn5+Q06Xl0kJyf74qW1tWqqkp+fL1599VUxcOBAny6r1SpmzZol1q9f36gbyDuJzT/+8Y8a169Zs0YAolevXo0Ka9VFTXq94ZC5c+fW+Bu32+2rrDp16iQOHDjQrJoqcueddwpAPPbYY5W0esskLCys3jLfs2eP6Natm+//SkxMbFA5/vWvfxWAWLBgQYO0+3stfPnllwJqnyynKkeOHGn2OL80/I2kpoKbMGGCAMTSpUurrXO73T5PouoMWbXhcrmqzeTkL94Zu0aPHl1N64cffujrlKzacbhhwwZf59nMmTN9sfn3339feDuhG4K3U/Wvf/1rvdteffXVPoO3fPnyBh3HX7xhFm/HYG0kJSWJm2++2de/4DUgTz31VCVvtjE30JIlS3ythZq4++67BSBuv/32Bu+7PmrS6zWqw4cPr/E3d911l8/TV1W12TVVpGIHr1erpmm+wRMPPvigX/s5ePCg6NWrlwDElVde2SAN3vN98sknG/Q7f68F7//bkDBe//79my3Or2lag0KvNSANf0VuvvlmAYjnn3++2jpvLd+jRw+/R4A0haKiImEwGITFYhHJycm+5QcPHhSRkZF1Nu3XrFnj22b27NnC7XaLuXPn1npudVF1hFFtLF682NcRvGrVqgYdoyE88MADAhDz5s2rcf3BgwfFnDlzhMlk8hn8U089VXz77bc1eluNMfxHjx71VbxVK3ZN03w3eSAqv5r02mw2YbVaawwrvvjiiwIQZrPZrxFrTcXbwdu1a1ef1v/9738CEB07dhQFBQV+7ys1NVXceeedDTZyb7/9tu/abwj+Xgvevqbvv//e7317Q7dNjfO73W5x6623iiFDhjRlkIM0/BV59913BSD+/ve/V1rucrnE4MGD64zrBgJveMLr3TocDjFx4kRfKKeu5u/KlSt9Q+RuuOEGXwhm5cqVDdLgcDiE1Wqts7OspKRE9OnTRwDi2WefDcgcwV7WrVsnANGzZ89K53/gwAExe/Zsn8E3mUxi1qxZYseOHXXur7Fau3btKgBx8ODBSsu9FWVCQkKzDt/zUpter0e9aNEi3zLv3K/N0SHuL26329fi3LRpk3A4HL5RLf62lJuKd0hnbS2y2vDnWtA0zdcB3ZC+suaI87tcLnHdddf5wpW///57Y3clDX9FNm/eLAAxcODASsu9f1rv3r39ji03B5dddpkAxEsvvSSEEOKRRx7xhSz8GWq3bNmySiONTCZTnUMQa2P06NECEGvXrq1xvbfpO2rUKOFwOAJq+N1ut28Uy9atW8WBAwfENddcU8ngz5492+84dmO1nn322QIQ33zzTaXlTz75ZL0dmE2hNr3e8IY3/LBkyRJfB/sLL7wQEC214e3g/fDDD8Xrr7/uu6eqDjgIFKmpqb7+jIbgz7Vw6NAhX+ulIf0OTY3zOxwOccUVV/j6ST777LMG76MC0vBXxG63+24Wb5PU6XT6PJb33nuvKYdsME8//bQAxHXXXSf+/PNPYTQahcFgEH/88Yff+1iyZInvmYCxY8c2Soc3dl9Ta2fz5s3CZDIJg8Hgi18G0vALUd5sHjJkSCWDP2fOnGoeeH00Vqv3+Ymqnd7jxo0TgPjxxx8btd/6qE2vN5xyxhlniE2bNvlCff/85z8DoqMuvB28c+fO9Y3Q+e6771rs+BWHdDYktOTPtfDtt98KqP4cgj80Ns5vs9l8HdZRUVFi5cqVsnO3sdRWcN6Hs1asWCGEKO9I7devX4t5LF5++eUXAYgRI0aI3r17C0Dce++9jdpP586daxyC6g/eUSy33HJLpeVOp9Nn6G677Tbf8kAb/h9//LFSK+baa69tsMH30lit3k7vik/Mej3N8PDwep+ibiy16c3MzPR14Hbq1MnXKdrYwQVNwdvB662UTz755GYf3VQf3kEAmzZt8vs3/lwL3j6mhj6UKUTj4vwlJSW+YbhxcXG+Z0ek4W8ktRWc92GLl19+WTgcDtGvXz8B/j9A0px4b2bva+zYsY0ONTXlxvN23E6bNq3Scm/HYc+ePUVRUZFveaANv91uF7NmzRI33nhjk9MhNFard3hsz549fctee+01AQ17Erih1KW3b9++vmvljDPOaNGwZEW8Hbze17p161pcw4UXXigA8eWXX/r9G3+uhdpCfP7gDRl36NBBPPTQQ/X2ERQUFIipU6f6wlYVH3qThr+R1FZwb775pgDE1VdfLd577z1ffDIQHXX+4I1nh4WFNXUIV6PJyMgQgIiNjfVVIIcOHfJ1Hi9cuLDS9oE2/M1JY7W6XC7fg3re/pbTTjtNAOKTTz5pTomVqEuvNyQ3duzYBj+12pxU7OBtzMN2zYG338mfIZ1lZWXiueeeE7/88kud22ma5gtdVRxp5y9FRUViypQplVqrF198sVi2bFk1xyw3N1eMHz9egP7szZ49eyqtl4a/kdRWcN6kUAMHDvSFV5rYkdIk/va3v7X4aKKqaJomEhISBCBSU1OFpmk+z+fyyy+vtn17MPxCCN+NuXz5cpGTkyNMJpMwm80NznHTEOrSm5SUJB555BFx7NixgB3fX6677jqRkJDQrAnqGsI777wjAHHNNdfUu603h1VISEidfTPehGsVHaCGommaWLlypbj88suF2Wz2VQJDhw4Vr7/+uigsLBRZWVlixIgRAhB9+vSpsZKRhr+R1FZwZWVllcaADxkypEEJypqbnJycBo0XDhSnnnqqAD3vkDeGGxsbKzIzM6tt214Mvzcs+Morr4iPPvrIF2IJJG2pbFNSUoJ27GXLlglATJ48uc7tjh49WukhP5PJJD744IMat/3hhx8EIE477bRm0ZiRkSEee+wx39Bgb+etNxXLoEGDag0HBcrwt6t8/BUJDQ2tNDfuo48+islkCpqe+Ph4FEUJ2vG9eHPzL1++nNtuuw2AF154gS5dugRTVlCpOBuXN/f+hRdeGERFrQuz2Ry0Y/ubl//ZZ5+lpKSEc889l9tuuw23282cOXN4/vnnq21b3+TqDaVr1648+uijHD58mK+++opp06ZRVFREWloaI0eOZMWKFSQmJjbLsfymrlqhFb0aTV015pw5cwQghg0bFpRREVVpDV6et7/DaDQKQEyfPr3W5m5r0OsvTdHqna9g8ODBvnh/Qx7qaQztpWybitvt9v0ntQ3pTE1N9Q113rJli0hLS/N10IOevrziNX7++ecLQHzxxRcB0719+3bxn//8p95woQz1NJK6Cm7FihViyJAhAcs301Baw82+YcMG3w0REhIi9u3bV+u2rUGvvzRFa0FBQaXRK+PHj29GZTXTXsq2OfAO6awtP5E3VOftp/Lq/fzzz33x92uuucY3sKN79+4CqPPabylkqCcATJs2jd27dzN9+vRgS2k1DBs2zDcn7UMPPcTAgQODrCj4REdH07dvX9/3QE6xKGk4dYV7Dhw4wPvvv4/JZOLxxx+vtO6KK65g4cKFhIeH89FHH3HRRReRkpJCeno6UVFRvnl9T0TateGXVCc8PJx//vOfXHrppdxzzz3BltNq8M7BCzK+39rwGv6aJl5/9NFHcbvdzJ49u0YnZsaMGSxbtowOHTqwcOFC33y/Y8aMwWg8cc3jiXtmkkbzwgsv8NVXX2G1WoMtpdXg7eAdNGgQQ4YMCbIaSUW8nnlVw79t2za++OILrFYrjzzySK2/nzhxIn/++SeJiYmkp6cD9U+u3taRhl8i8YOLL76YDh06cMcddwRbiqQKtXn8Dz/8MAA333wzPXv2rHMfQ4YMYfXq1QwePBjA5/mfqARvHJZE0oYYPnw4ubm5wZYhqYGaYvxr167lp59+IiIigvvvv9+v/fTs2ZP169ezceNGTj311IBobS1Ij18ikbRpunbtSlhYGNnZ2RQUFCCE4IEHHgDg9ttvp3Pnzn7vKzo6mtNPP/2Eju+D9PglEkkbx2g00r9/f3bs2MGBAwfIy8tj+fLlxMXFcddddwVbXqvkxK7WJBJJu6BinN/r7d97773ExsYGUVXrRRp+iUTS5vGO7Hn55ZdRVZUuXbowb968IKtqvfgV6lEU5RTgYfSK4jUgG3gO0ICbVVXdoShKF+BjIAJ4U1XVTxVFMQHvAgOATaqq3u7Z323AZUAucJWqqoXNeVISiaR94fX4N27cCOgPH0ZERARTUqumXo9fUZQw4E7gHFVVT1VV9TvgKeAvwJXAvz2b3oteGUwHblEUJRQ4D8hQVXUqEKEoykmKoiQAFwAnAwuAW5r5nCQSSTvDa/gBevfuzQ033BBENa0ffzz+k4Ay4CdFUUqBfwBuVVXzgDxFUTp4tpsA3KmqqqYoigoMByYDP3vWLwKmALHAClVVhaIoi4CPajqooihzgbkA8+bN48wzz2zM+eF0On0PZbR22pJWaFt625JWaFt6W4PWyMhI3+fbbruN7OzsWrdtDXr9pSlau3fvXus6fwx/Z6A/MAk4A/gXUDE041IUxQpYVFXVPMsKgA5AXIVt61pWDVVV3wHe8XwVfuiskfT09DoLoDXRlrRC29LblrRC29LbGrR269aNGTNmIIRg/vz5daZYbw16/SVQWv3p3M0HVquq6gCWAmOA6ArrzZ51TkVRvPuLAY57fhvtxzKJRCJpNAaDgUWLFrF48eKgzqvRVvDH8G8EhiiKYgBGA7sBs6IosYqi9KDccG8ETlEUxQyMA3YBa9BbCQAzgNWe7aZVWdamyM3NZfTo0YwePZouXbrQvXt333eHw1Fp21deeYXS0tJ693nKKaewbdu2QEmWSCQSH/WGelRVzVEU5TtgBXrI5VqgO/CL5/s/PJv+G31Uz5PAW6qqlimKshC4UFGUVcAWVVXXAiiK8rOiKKuBPGBmM59TwImPj2fr1q0APPbYY0RGRtb6oMgrr7zCVVddRXh4eAsqlEgkktrxazinqqpvAG9UWJSE3nFbcZtM4Mwqy1zA7Br29zLwcgO1tmqWLl3KXXfdhcvlYvz48bz55pu8/fbbZGRkcOqpp5KQkMAff/zBzTffzMaNGykrK+OSSy7hX//6V7ClSySSdsYJ8QCXwWCo9ZWYmFjn+rpe/mKz2Zg9ezYLFixgx44duFwu3nzzTW699Va6devGH3/8wR9//AHAU089haqqbN++nRUrVrB9+/ZAFYtEIpHUyAlh+ION2+2mT58+vokerrnmGlauXFnjtl999RVjx45lzJgx7Nq1i927d7ekVIlEIjkxkrQJUftoz9Y0dOvQoUO88MILbNy4kbi4OGbPno3NZgu2LIlE0s6QHn8zYDKZSElJ8eUD/+STT3zz+EZFRVFUVARAYWEhERERxMTEcPToUX799degaZZIJO2XE8LjDzahoaF88MEHXHrppb7O3ZtuugmAuXPncvbZZ/ti/WPGjGHw4MH06NGDKVOmBFm5RCJpjxjqCpO0IuSTu62QtqS3LWmFtqW3LWmFtqW3iVprHaEiQz0SiUTSzpCGXyKRSNoZ0vBLJBJJO0MafolEImlnSMMvkUgk7Qxp+CUSiaSdIQ1/EzAYDNx5552+7y+88AKPPfYYAPv27eOUU05h9OjRDBkyhLlz5wIwZswYX2ZPl8tFZGQkn376qW8f48aNY/PmzS12DhKJpP0hDX8TCAkJ4X//+x85OTnV1t16663ccccdbN26lT179jB//nwApkyZwpo1awDYtm0bAwcO9H0vLS0lKSmJUaNGtdxJSCSSdoc0/E3AbDYzd+5cXn65eobpzMxMEhMTfd9HjBgBwOTJk32Gfs2aNdx0002+FsCWLVsYN26cnEFIIpEElBMiZYNhmlbH2q5AXetrR6ysv1685ZZbGDlyJPfcc0+l5XfccQennXYakydP5qyzzmLOnDnExsYyZcoUHnroIUA3/I8++ihffPEFRUVFbNq0icmTJ9d0GIlEImk2pMffRKKjo5k1axavvfZapeVz5sxhz549XHrppSxfvpxJkyZht9vp1asXDoeDrKws9u7dy6BBgxg/fjzr169HVVWZv0cikQScE8Ljr8szb4m8HLfffjtjx45lzpw5lZZ369aNa6+9lmuvvZbhw4ezc+dOxo0bx+TJk/n666/p2rUrBoOBSZMmsXr1arZu3cpJJ50UUK0SiUQiPf5moEOHDlx22WW89957vmWLFi3C6XQCkJWVRW5urq8Cmjx5Mq+88orPyJ900kl8/PHHdOzYkZiYmJY/AYlE0q6Qhr+ZuPPOOyuN7lmyZAnDhw9n1KhRzJgxg+eff54uXboA+sie5ORkn+Hv2rUrbrcbRVGCol0ikbQvTohQT7AoLi72fe7cuTOlpaW+7y+99BIvvfRSjb8bP358tVnDUlJSSE9PD4xQiUQiqYD0+CUSiaSdIQ2/RCKRtDOk4ZdIJJJ2hjT8EolE0s6Qhl8ikUjaGdLwSyQSSTtDGv4m0BrSMs+ePZtvvvmm6ScjkUjaDdLwNwGZllkikbRFpOFvAq0lLfPvv/+OoigMHDiQhQsXAvDhhx8yb9483zbnnXcey5cvx+12M3v2bIYPH86IESNq1C6RSE5sTognd3+JX1zn+m3sbNR+z82dUe82rSEtc0pKChs2bCApKYlTTz2VgwcP1rrt1q1bSU9PZ+dOvUzy8/MbfDyJRNK2kR5/E2kNaZkvu+wyjEYjAwYMoG/fvuzdu7fWbfv27UtycjLz589n0aJFREdHN/h4EomkbXNCePx1eeYnQlrmOXPmsGXLFrp168Yvv/xSbb3BYKj23Ww2o2nlE9DYbDYA4uLi2LZtG4sXL+att97iq6++4v3332+OYpBIJG0E6fE3A4FOy/zBBx+wdevWGo0+wNdff42maSQlJZGcnMygQYPo3bs3W7duRdM0jhw5woYNGwDIyclB0zT+9re/8eSTT8qJ3SWSdsgJ4fG3Bu68805ef/113/clS5Zw2223ERoaClAtLfMdd9xRLS1zYydh6dmzJxMmTKCwsJC33nqL0NBQpkyZQp8+fRg6dChDhgxh7NixgN4CmjNnjq818MwzzzT6nCUSSdvEUDU9cCul0SJbItTTXLQlrdC29LYlrdC29LYlrdC29DZRq6G2FTLUI5FIJO0MafglEomkneF3jF9RlCuA11RV7agoyqXAHUAZcI2qqmmKogwG3vHs82FVVZcqihIBfAJ0An5UVfU5z77+DUwGUoBrVVV1NudJSSQSiaR2/PL4FUUxAZcCRxRFMQP/BE4BHgEe9mz2NHAdcDbwuGfZ9cAvqqqeDJymKEp3RVFGAd1VVZ0K7AUuaaZzkUgkEokf+OvxXwF8DdwJDAD2qKrqAFYrivKCZ5tuqqoeAFAU5biiKAnoXv3dnvW/AScBHYElnmWLgDnAF1UPqCjKXGAuwLx58zjzzDMbeGo6Tqezzcxl25a0QtvS25a0QtvS25a0QtvS2xStdXUK12v4Pd7+ZcCF6IY/DiissIk3sUzF1kMB0KHKthWXZVZZVg1VVd9BDx2BHNXTKmlLetuSVmhbetuSVmhbegOl1Z9Qz1XAV6qqeh8DzQcqPufv9rxrFZbFAMerbFvXsjZJW0zLnJKSwvDhw/3eXiKRnHj4Y/iHArMURVmEHuaZDwxRFMWqKMpkYLtnu0xFUfopihIFdFBVNQdYA5zhWX8GsK7KshnA6uY5lZZHpmWWSCRtkXoNv6qq96qqepaqqmcDB1RVvRl4BVgOPOl5ATwIfAgsBh7zLPs/4AJFUf4EVqiqmqaq6lbgqKIoq4BhwLfNdTItTWtJy7xy5UomT55M3759fd6/EIK7777bl355wYIFjTlFiURyAtKglA2qqiqe9wXAgirrdgNTqywrRu8bqLqfu6suawodvvqtni12N2q/xy+rv0O5NaRlzszM5M8//2Tv3r1ccMEFXHLJJfzvf/9j69atbNu2jZycHMaPH8+0adMavG+JRHLiIR/gaiKtIS3zhRdeiNFoZOjQoRw9ehSAP//8kyuuuAKTyUTnzp2ZPn06GzdubJZzlkgkbZsTIklbXZ55e0jLHBIS4vvcRnIvSSSSICI9/mYg2GmZa2Lq1KksWLAAt9tNdnY2K1euZMKECU05TYlEcoIgDX8zceedd1Ya3bNkyRKGDx/OqFGjmDFjRrW0zMnJydXSMiuK0mx6LrroIkaOHMmoUaM47bTTeO6553zHl0gk7RuZlrkV0Za0QtvS25a0QtvS25a0QtvSK9MySyQSiaRZkIZfIpFI2hnS8EskEkk7Qxp+iUQiaWdIwy+RSCTtDGn4JRKJpJ0hDX8TaItpmQOBqqrceuutACxfvtyXhE4ikbROpOFvAjIts46iKL5cRdLwSyStH2n4m0BrScv8+++/oygKAwcOZOHChQB8+OGHzJs3z7fNeeedx/Lly3G73cyePduXrrkm7XWxceNGJk+ezKhRo/jLX/5CUVERy5cv57zzziMlJYW33nqLl19+mdGjR7Nq1Sr69OnjS11RWFhY6btEIgkOJ0SStuj7YwOy38Jn8uvdxp+0zOMmnsmO0tk8NCcuIGmZU1JS2LBhA0lJSZx66qkcPHiw1m23bt1Keno6O3fuBCA/v/5z9OJwOLj88stZsGAB48ePZ+/evYSFhfnW9+7dm5tuuonIyEjuuusuAE455RR+/vlnLrzwQr788ksuvvhiLBZLg89RIpE0H9LjbyL1pWW+5JJLePuT5fz4+mTmv2wLSFrmyy67DKPRyIABA+jbty979+6tddu+ffuSnJzM/PnzWbRoEdHR0bVuW5V9+/bRtWtXxo8fD0BUVBRmc92+w/XXX88HH3wA6MnmqmYwlUgkLc8J4fHX5JkLITj1NsGKrTDvYvjP7YGr4+pKy9xx0LXkdJ8DWSNZv3Enm/YpzZ6W2WAwVPtuNpvRtPJpkG02GwBxcXFs27aNxYsX89Zbb/HVV1/x/vvv+7Zzu92MGzcOgAsuuIDHH3+88QWD3qeRkpLiCzPJ+X4lkuBzwnr8BoOB124zYDIK/vs9bDsYuGR0taVlLi5x8M83BDiyMGm5ENKd/3wrmj0t89dff42maSQlJZGcnMygQYPo3bs3W7duRdM0jhw5woYNGwD4fW02973p4owZF/Pkk09WG0FkMpnYunUrW7durWb0Bw0aRGZmpm9Cl+LiYlwuV6VtoqKiKCoqqrRs1qxZXHnlldLblzSan9cK5jyjUVTaJpJKtnpOWMMPMLKfgVlnlqJpMP8VEdBJSmpKy9xnwAiSfhpDyP5zeObZ5zCEdOHLZTB05ORmTcvcs2dPJkyYwDnnnMNbb71FaGgoU6ZMoU+fPgwdOpRbb72VsWPHcihDcNHdabzxr9MYOGQMV111Fc8884zfx7FarSxYsID58+czatQorrjiCl9Lwsv555/Pd9995+vcBZg5cyZ5eXlcccUVjTo/SfsmJ19w1ROCD3+F938OtpoTBCFEW3g1ml370kXH892CqW7x+W9aU3bVIDJzNBF5ln7cxev14553r/79qY9r1pGWlhYwPUeOaiLxYv34THWLyLPcIregaeXhr96vv/5aXHXVVU06VlMJZNkGgtagN79IE2/8TxMFxXVfJ4HWestL5dft+BvcTd5fayhbf2mi1lpt6gnt8QPERAiemavHwO/6r6C4hZqKD74rKC6D8yfDWRP048+/WH9/83uBy9VyTdb8IsE5dwvSsmHKCDh1DBSXwX++Dfyx58+fz3333cfDDz9cabnNLnj4/zTmPKNRagt+8339bsHulODrSMkUXPOUxrKtIfVvHECEEFz1pOCWlwU3vxi8ctmdInjrRzAaISwENu6FA0eC+z/930LBkx8FNoIQcOqqFVrRq9GkpaUJt1sT42/QPYZ732y6x1AfG/dowjDNLSynusX+1HJvye3WxMArdR1f/1HdiwqEJ2Kza+KUW/VjDp6pe/nLt2iCqW4Rd65bFJY03utvrN5dhzQxak65F3f1k26haYFtjdWldamqCeN0t4g+2y3SjrVcq7AqG/doovNf9TKJOdvZ5BZZU/h4keb7f5jqFut31a4lkB702Xfpx7/pBbeY9aT++dH3mnYPN0XvoQz9WmGqW3z5e+D/H+nxNwGj0cDrt+ve9ktfwb7UwNXUQghu/49ACLj9UhjQo3zEjdFoYJ7H6//Pt4H3FjRNcM3TguVboGs8LHrBQIdoA9NG6Z5/XhG89UPAZfgQQvDWD4Jx1wu2HYS+3SA8FD5ZDO/82HI6KpKVK7jyCYGmQWEJ/OOl4HhyP/4pmH6r4OhxCLFCQYmRpz4OjkeZkSO49VX92Mpgfdkdr7d8ufy6TrBoPURHwOPXGZh5pn7vfP47QfO2//Otfq2AHkEoKWubXn+7MPwAE4YauO4v4HTBba8F7iJesAxW74BOcfDQrOozn11zNkSGwcptsD0psBfN3f8VLFgGUeHw6/MGenXR9RgMBh68Wv/84gJBmT3wF29OvuCiB/Wwgc0Bs8+Bre8beOcuXcetrwnUvS17E7ndejjj6HE4aZhuYH5cDV//0aIy+M+3ggsfFJTa9HJZ+ZoBg0Hwn/9BckbLlokQghtfEOQXw7mTYOnLBjrFwZqd8NWyltPhdAnufEM/90euMdAx1sBpY6FzBziQBmrtj6oEjKJSwf95Opd7dYG0bHj6U2n4Wz1PzzUQEwmLN8CPfzb//kttgrv/q18IT99gIDqiuuGPjjAw+xz9cyC9/pcWCF76Cixm+O4pA6P6V9Zy9kQYOxCOHg/8SIllmwSjrhX88CfERMIXjxr44H4jUeEGZp5l4B8XgsMJlzwiOF7YcjfS05/C0k16Jf3tEwaev9nTF/OqILcg8DrcbsEd/9G49VW9hfj4dQbev8/AhKEG/nZyGU4X3P92yxqWT5fAwjX6//TO3fo1/MR1ernc+7bA1gJOAsDbP8Cew9Cvu/4cDoDZbODvp+mfP/ut5Q3uB7/orcKpI+HLR/UyeeFLOJjWBo1/XXGgVvRqNFVjZK99o8cu+1zmFqW25o3RPfqeHvsbe51buFy173vvYV1D2BmVR9Y0V6z0y9/L47OfLaldxzd/6Nv1vMQtHM6Gl0V9eu0OTdz7plsYpulapvzDLQ5lVD+Oza6JCXP1bc65yy3c7uaPnVbVumyTHqs1THOLJRv047ndmpg+X9dxzVOB7QsqKdPEhQ/ox7Kc6hafLK58zhu2ZYjQ0/X1a3e2TKw/PVsTsefox/zgl/JjulyaGHGNvvyZTwLfN3W8UBMd/qIf77uVVcplt37Ndv6rWzgbcc0K0Ti9Lpcm+v1d1/Ttcv241zylfz//3sBdK4GK8QfboLe44Xc6yy/if33QfDfU4SzNd6Ou2lb/fs/6p77tc583r+H/Y7MmrKdV33dNuN2aGHJV9RvdX+rSm5SuCcXToW6c7haPva/VeaMeztJE/Hn69k98GFjDn5WriS6eTtSH3q180+5PLf8fvcNwm5us3PKKLvYct/hjc83G9P63yyvMQHd+a5rmG2587t3Vj/fbRt3gRs1wi6zcyuua2/Df/pqu45Rbq+vQNE0MuKJp/09j9H6/Uj//3peWO3WZOZqImqFr+WVtYP4fafgbSU0F5x3VEnp6zR5oY/j7Y/oFcPmj/tX+P62ufiE19QZas0MTMR6P7dZX/DMW3tEbA6+su5VSE7XpXbWt3Ij3utQt/tzu334XrddHQ1X0wpsLr1aXSxNn3KFrmz6/Zq/x2U/L/5uiJox6qomdyZroc1l52ew6VPszHQXFmu8ZFK+XGSi810HMObWPbPJWDHOfq3yNN6fh33tYE+ZT9Gtgy/6adTz2vq511pON87Qbo9c7Mu6lBZU1vfCFrmXAFW5hswe+pdpApOGvitdQX/xg05tpK7eWVySHs/z7810uTfS9XNfw/cqmG/4vf9dEiMdTveRh/424w6mJ3pfqv1uwtOmG/6Nfy1sc59zlFnmFDdun96ZOOM8tUv0sS3/wan38Q33/Hc93i/TsmvfvdGpizLX6Odz+WtOuD03TxLaDmnjiw/IhxUx1C+UGt8jMqX+I5Ovf6nr7/90t7I7AGP/aQjxV2ZOiG2XjdLfYfrD5Q5RCCHG+p3K5/t+1l/uBI5rvIcSSsuYPUVZly/7y1k7Vh9nsDk0MnqlrfvZTafhbveE/clQT4Wfqf9i7P2mNbkofL9TE6GsbN774xS/1C+r02911aq0LTdPEUx+Xx/RveqHhsc83v9d/P2pOw0IKFfW63Zp48J1yw3brK42Lwbrdmphxp76PiTc2n7FLS0sTf2wuj+vXFybYtFcTJo/nua6OMew14XBq4ndVE7e+4vZVqt5X2BluMecZtygu9e9pWIez/NmP175pfsNSX4inKvNf0bc9447ybZvL8HvDSZFn1V0pCiF8obLGjKVvqF5vLP+2V2u+v5ds0HVHnNX8z4FIw99I6io4bzONqW7x98ca7p0u2aCJ7p40CD0vabj3kVdYXvnsOqQ1+E+2OzQx+2n994ZpbvHil42rwMpsmuh6ob6fn1Y33PCXlGnikof135tOcYs3/te0iz87TxM9/qbvb/4rzdNxtmVnhi+u/+A7/u3znv/q2w+fVX8F5HZr4pe1mrjiX25fuM376nSBW1z3rFv8sErz+xqpeC1448vx5zX8Gq0Pf0I8FcnJL28deK+V5jD8Tqcmhs+qvQO5Kq9+rTW6Y7UhejNz9BasYZpbHEyrXZe3o37m483b0SsNfyOpq+A0TRPvLdRExFnlxnvFlvovupIyTcx7ufzGPummui+KurjxeX0fN7/obtCffLxQE6d64o7hZ1Yf/dBQvK2PSTf57/WnpaWJjOzyTtzos91iUTN1iK7fpQnLqfp+3/6h8S0yIfSw2tSbSwVT3WLaPP9bIqU2TfT/e90DAY4XauLFL8tHfHhfQ65yi/vecos1O7QG950IUfm61TRNTL2l+Z88rxjief9n/zW+tEC/VgbN1EeDNYfhf+v78n6VMj9G22Xl6i0y8ylukZPfPH1TNfHIe3r5XPhA3eWenN6wwR3+Ig1/I/Gn4PanlsdfDdPc4oF3ah/euGG3JgZ5YnrmU/SEa40dViaEEDuSypuJu/en+/Wbg2nlGrr81S3UvU2/0IpLyztkl6r+7W/xn1m+xG99Lqu9o7KxvPG/8hbZhLl6pdLQCmB/quZ71L+uuH5t/LFZ8w25rHh+m/dp4rpn9dCNV2OvS/XroWKajsZS9bpdv0vXEXK6W6RkNn3/Dqcm/nKP/yGeitgd5SNrXvum6Yb/6PHyTuyvlvmvwxsSfPP7wBj+Mlu5ruV+OITeSmL0tQ0fKFEb0vA3En8LzuHUY9TeMefKDZXz7Dicmnj0PT2UwVS3GHq1W2xqBoMrhPB57o+9c7zebf/crokEj4EecY3/ncn+8ISn4/O02+r2bpxOTXzzhybCz3AKprrFybe4xbG8wMSf//tdef4a79DGZZvqD7v8uk4T595d/jvTdFejWyM3PFfesvv8N01Mvrmyd3/WP/UwTnPd7ELUfN1e8S/9eFc90XivX9M08e3ycsPtb4inKt7wU4e/uMXOvf45LFUpLNHEvz4oHxJ58i0Nq4C8YaqTb2lYefhrE95bqO9/zLX+6Sop00TPS/Rz+e93rdvwG4RoE0+dNVpkeno63bt393v7Vdv0x/hTj+p5ZF691cDJI+Dqp4TvMfE7LtOfzA0Nqf5kbmP4bqXg4ocEvTq5ePZmC5oGbu/LXf45pwCe+kRgd+hP3i54rOangxtLfpGg12WCwhJY+6aBScMM2OyCHcmweT9sOSDYcgC2J4HNof/m6hnw7t0GQqzNp6MqJWX6ZDr//lyQW6AvO3WM/qTrySPLj1tUKvjoV/jP/wT7j+jLQqww8wz4+7RszpzcuVHHzy8SDJ0lyMwtXxYdAXPOgX9cZGBgj+Y/95qu25RMwaCrBA4nqO8aGDeoYcddu1Nw95uC1Tv07wN7wNt3GThlTMP1CyE4/XbBH1vg+nOKefd+/6fwLLML3vwenvlUkOP5P8+eCG/dWZ5WxB+KSgWd/yoos0PKV/7/1h+bIIRg1Bz92v/oAQOzzvZv398sF1z6iKBDNOz/zEB8TNOujYbaryrUfvC6aoVW9Go0jakx8wo1n3fFVLcvG1+Pv9XvbTYGp7PcU/Dn9Y8XG//UYn14Hxrq/3e9U9Pbwqn66n2pWzz0Vl7AHyyqSGGJJp78qDwu7fW2F67RR9B4PUemukXixXonYXZe83RALlyj9zmMuMYt3vpea/bx/VWpTe9db9T+cFNtHDhS3vnuDXm98T+tUU9rV2TLfs3XQh41Rx/6+sMqrdYOaIdTE2//UD4gwtuC86dfrTa8w7Kf9qND2Is/18LvquYLpTZkfL6maeK029y+/rKvlmmNHt+fV6iJj37KbtRvPUiPvzF8tkTwj5d1D3jWDHjtNgMxkYHxbJduEry6oJSwsDCMRjB5X6YKn41w8kgDfz+9+jy7zUV2vqD3ZXrCMNDzoA/uqef1GTPAwJgBMHoAxEUZmuqNNJr8IsFLXwle+RqKSiuvmzYK5v/NwIUn67ldvDSHVptdEGINXNlXpDa9eUWCfn8X5BVBj04wpJf3ZWCw53PHWF1jTr7giY8Eb/6gJycMtcKdl8M9VzZfS/HpTwSPf6hhd1bMQgtjBuitslPHGJgyAn5eC4+8L0hK17cZPUBvNZ89sWnluXCN4Pz7BMP6wI4PDX7ty59r4fz7NBau0VuVD1/TMH27UwST/yEoKNa/d4iGq86E684zMLJf3fs6cETw0xr4aY1g1Xa9xZ/6tYEenRtVRrX+SBr+esjM0ScwGT8keDd7S7Nmh2DnIRjVH0b0hfDQms892HpzCwTPf6Enf5s8XDf4owe0Tq0NpS69C5YKrv13eeVclQ7RegWwI1lPKmYw6Flhn7jOQGKn5r+Okw6lk5rXjT+26KGf9bv1iqYmBvbQdVxyip6mvKk4XYKuF+khwK3vV09GWBP1XQsHjggGztQr+SPf6JlBG0pugeDz3+G9n/UU5F7GDYJrzzVwxRm68+RyCVbvhJ9W6wbfG6IE3embMMjOm3eF+nVeNdB4w68oygTgVcAJpAOzgAuBO4Ay4BpVVdMURRkMvAOYgYdVVV2qKEoE8AnQCfhRVdXnPPv8NzAZSAGuVVXVWc8JBM3wtyRtSSu0Lb1tSSvUr9flEiRnwt7DehbLPYcFew7D3lTd2HuZMQGeu7l+T7M5tZaUCdbsxFcRbNwL3eLhsTkGZs2o3BJrDv7xksab38PdV8BzN9efcLi+sp33ssYb38F1f4H/u7fpCYw37xO8/4vgs98g39MKCLXCySP19NLeZQBxUXDORDh/ioEZE6C0MCMgMX6zHz8+ApymqmqZoijPAH8F/glMB8YDDwM3Ak8D1wFHgV+BpcD1wC+qqv6foiiLFEX5DEgAuquqOlVRlAeBS4AvGntmEkl7xGw2MLCH7kFfcDJ473Eh9E7oPYchOrxlWqpViQgzcOZ4OHO8fmy7Q2C1BC5ENvNMA29+L/jid3j2RlFrS8LhFOw6BFlHzRQ6BeGh+gCO8BB9Wkej0UBekeCDX/Xtb7ukefSOHWRg7CADL/xD8P2feitg6Sb4XdXXD+4J502G8ycbmDy8csVYWtgsEqpRr+FXVTWzwlcHMAjYo6qqA1itKMoLnnXdVFU9AKAoynFFURLQvfq7Pet/A04COgJLPMsWAXOowfArijIXmAswb948zjzzzAaemo7T6SQ9Pb1Rv21p2pJWaFt625JWaLrewV3095Y45WCXba846NGxI0eyzXy7NIfJQ/UhZ0fzjGw6YGXTAQubD1jZnmzx9EV0pKYgQohFw2QUlNqNTB1up0Po8WYvv6mD9deRbBOb9lsY1c9Jny5u3/qjRytv35Syraul4I/HD4CiKL2As4D70EvOi8nzXrFNVAB0AOKAwhqWZVZZVg1VVd9BDx2BDPW0StqS3rakFdqW3tag9eqzNZ7+BF7/MZ7v1+ozhqVkVd9uUE+wmpw43RZK7VBqg1I7lNnxVAoGjEb41/WhAT2n7t1h0uj6twtU2fpl+BVFiUaP1c9GN/QVB+16qyutwrIY4DiQ79k237PssOeY0VW2k0gkkkYz80wDT38iWLmtfFlkGEwcqnf8Tx5uYOJQ72i0nGrGVAj9+ZhSO5hNNOvzMa2Reg2/oihm4EvgX6qq7lMUxQIMURTFCijAds+mmYqi9AOOAR1UVc1RFGUNcAbwvuf9BvQY/z+Bj4EZwOpmPieJRNLOGNrbwFM3wL5UwaRheqx8eB8wmfwz4AaDgdAQCA0JsNBWgj8e/xXAROBhRVEeBt4EXgGWAzbgGs92DwIforcIHvUs+z/gU0VRrgUWqqqaBqQpinJUUZRVQCrg7SNodnbmF5FbaqNtNJglEklTeOBqPVQjqZ8Tdhz/j2lHuXbtdkZHhfHbjCkt8tBNU2kNsdKG0Jb0tiWt0Lb0tiWt0Lb0BiplQ9MHqbZSpnfqQJzVwubCMr5PO1r/DyQSiaSdcMIa/hirhQeH9wfg0W0HKHO56/lF+8DmdrPJm+lMIpG0S05Yww9wdZ/uDIoIIa3Uxuv7DgdNx9bjhZzx+3qWZGQHTQPoIxeuXbudM5du4OPktKBqkUgkweOENvwmo4F7++hPsry69xDptSU3CSAlLjfXr9vO5uOF3KruptBRX3aKwPHdkaMsysgB4IkdBykIohaJRBI8TmjDDzA+JoLzEztR6tZ4fPuBFj/+Y9v2k1xcBsAxm4NndiW3uAaAPLuT+7fsAyAhxEKu3clzu4OjxUuR08WRkrKgavBS4nJjd2v1bygJCiUuN3sKiuvfUOIXJ7zhB3h85EBCjEa+Ts1iQ05+ix13aVYO7yWlYTEaeGPCMIwG+L+DR9iVX9RiGrw8vG0/2XYHkzvG8s20sRiAdw8cYX/FjF4tyMGiEib+uppxv6xmTXZeUDR42VNQzMiFq5i2ZC2FtaWVbCGEEGw9XkiZrIR8CCGY+edWpixey2+ZOcGWc0LQLgx/r8gw/jGwJwAPbN2H1gJDWPMdTm7duBuA+4b144re3biuXw/cQnD35r205DDaFUdz+TwlgxCjkZfHDWVkXDSz+nbHJQQPbd3XYjq8HCwq4YI/VLJsDlxCcMO6HeTaHS2uAyDH5uDKP7eS53ByoKiUB4NQHhV5dlcyp/2+nmt3puDSpPEH+DY1i5XH9Af8H99+oEXu39oQQnD3pj1cvXorpW14wEi7MPwAtw/pQ5dQK5uPF/LV4cz6f9BE7tm8l8wyO+PjY5g/qBcADwzvR0KIhXU5+XydWkMikQBQ6nLzz017ALhraB8GREcA8ODw/kRbzPyelctvmS3X6ZxUVMJfl28iy+ZgSsc4JsTHkFlm55YNu1r8hna4Na5Zs43DJWUMjYkkxGjks0MZLApSJ/wb+w7zvCf8trM4uAMSWguFThcPb9sPgNVoYFdBMd8dCd7w7N+zcnkvKY2f07O5Z/PeoOloKu3G8EdZzDw8cgCgew3FAWzSf3cki29Sswg3GfnvhGGYjXoxx1gtPOrR8Oi2/S0SVnhuVzKHinXDNn9Qb9/yhFArdw/tC8BDW/fjaIHQQlJRCRcs30RmmZ0pHeP4cuoY/m/SCGKtZpZk5vDf/S1n6IQQ/HPTHtbm5NM1LISvp43hoRH68N/b1d0t3gL5JDndZ+Cu65cIwLO7ktgbxLh2icvNwrRjlATRs/33riSO2hwo8TE8O2YwAM/sPIgzCK0hl6bxiOc/Avg8JYNPk9tOxteKtBvDD3B5r66M7RBNls3BK3tTAnKMrDI7d23SPYHHRw2kX1REpfVX9O6GEh/DUZuDf+9KCogGL9vzCnlj/2EMwCvKUKymyn/3Df170D8qnANFpfzfwSM176SZSC4q9Rn9yR1j+XLqGCLMJhIjwnhj/DAAHt9+ELWFnjF4Y/9hPk/JIMxk5LMpo+kaFsrNA3syuWMsx2wO7ty0p8XCcT8cOcodm/Sw4DOjB/H8uCH8rXMsDk0wf+Nu3FrLhzZsbjd/X7WFWWu28fdVW7C5W974784v4p0DRzAa4Pmxg5nZpxt9I8NILi7ji5SMFtfz2aEM9hWW0CsijJfGDQHgni172ZHX8n12TaVdGX6jwcDTowcBerP6cHHzjigRQnCbups8h5PTusQzx+O5VdXw/NjBGIB3Dhxhd4A8OpemcZu6G7cQzB3QEyU+pto2VpORp0YPBOC53clk2wLj5SYXlXL+cpXMMjsnJcTy5cm60fdyTvdO3DywJy4huG7tdvIDPMx0cUY2j27TR3j9d8JwRnfQk8UaDQbeGD+cSLOJH9OO8W0LhOOWZuUwd/0ONAH3DevLjZ6+qDt7d6ZbWAibjhe0aEsIwK0Jbly/k9WeTvfV2XnMXbezRSsgIQT3bNmLWwiu7deDUXHRWIxG7h/eD9Bbsi1ZGRU7XTzjcdQeGdmf2f0SubpPd2xujdlrtwV1mHZjaFeGH2BCQiyX9OyCXdN4dPv++n/QAD5OTue3zBxiLGZeU4bWmh9oVFw01/ZLxC0E9waoo/etA6lsyysiMTyUBz03S02c2bUjZ3SJp9Dp4umdB2vdrrFUNfoLpo4h0lI9N+CjIwYwJi6aI6U2bt24O2De9u6CYm5YtwMB3D+sH3/t0bnS+l6RYTzpqQzv3ryXjAA++7EuO49Zq7fh1AQ3D+zpC70BRJlNvKwMBeDpnUktNvpKCMH9W/fxU9oxoi1m3p00ghiLmYXpx7hrc8u1gr5JzWJNdj4JIRYeqHD9XtSjC0NjIskos/NBUss9hPiffYc5ZnMwrkMMFybq18yzYwYxIjaKQ8VlzAvgNRsI2p3hB3h05ADCTUZ+TDvG6mPNMx1ASnEpD3nif8+PHUy38NA6t39wRH/iQyyszs5rds8ypbiUZ3bq3smL44bUaGgr8uToQZgNBj5OTm/WZuuh4lIu8Bj9SXUYfdBbH++dNIIoj5EJROhJH8GzhWKXm4t7dOauoX1q3O7qPt05q2sCBU4Xt6qBuaG35xVy+Z9bKXNrzOzTjSdHDazmKJzZNYErenfDrmnM37irRTzul/ek8H8Hj+gd3VNG8beeXfji5NGEmox8lJzOsy3wHEqhw+mLpT86cgCxVotvndFg8PXFvLznEEUt0E+WUWrj9X0pADwxuvx/CjOb+HDySKI91+wbLdwyawrt0vB3Dw/l1sG9Abh/674m31BuTfCPDbsocbn5a2Jn/tazS72/ibVaeGSE3tH7SDN29Ho7LcvcGn/r2YUzuybU+5uB0RFc378HAn24a1MMnRCCpKISvkzJ4Pw/VDL8MPpeekeG86rHy31423625TXfhKMOTWPWmm2kltgY2yGa/4wfVmuLzGAw8IoylDirhWVZuXzYzJ7lgcISLlm5mSKni/MTO/HKuNpbh0+NHkjXsBA25hbw9oHUZtVRlc8OpfPkzoMYgLcnDWdKJ31yvEkd43hv0gg91r47mfcC3B/07K5kjtocjI+P4Yre3aqtn9E1ASU+hhy7M+BlAvDMriTK3BrnJ3ZiUkJspXV9IsP57wS9j+pf2w+yLsjPpPhLuzT8APMG9aZ7eCg784u5dt12UpvwBOkb+w+zLiefzqFWXhg32O8U0DP7dGNchxiybA6ebyZPasHhTJYfPU6c1eLrz/CHe4b19bVAfkw75vfvip0uVh07zku7D3HFqi0M/HEF439dwz827CKjzM5Ej9GPqsfoe7mwR2eu7ZeIQ9Pj/c1RIQoheDwpk3WeETyfThlNWIU+hproEhbCC+P0USQPb9tPclFpk3UApJWUcfHKzeTYnZzaOZ53Jo7AVMvk4KA7CC97OhKf3HmQpKLAhHwWZ2Rzu6oP+31u7GAuSKwcAjuneydeHqdXyvds3sv3ARpSuTu/iHcPlnfoGmu4lwwGAw97vP7/7DtMnj1w8fVd+UV8figDs8HAox5HrSrndu/E/EG99P6Itds5ZrMHTE9z0W4Nf7jZxEvjBhNiNPJT2jEm/rqGf20/0KBOmg05+Vz151Ye86SCeFUZSnyI1e/fGw0Gnhs7SPewDqSSVNr4CybH5uCzQ+k8uFVvIj85eiAdQ/3XEmu18MAwPZb6yLb91bKZCiFIK7XxR1Yub+9P5Z/qbi7bmkyf75fz1+WbeHLnQRZn5pBrd9IxxMq53TryxKiBfN0Ao+/lydEDGRYTSXJxGf9sYqjlcHEZd27aww/HCggzGfn85NF0CfNvmqWLenTh4h6dKXVr3NLEUEtaSRlP7TjIab+vJ73UxoT4GD6eMooQU/234FndOnJ5r67Y3BrzN+5u9ucdNubmc+3a7biF4M4hfbiuf48at7u6b3ceHtEfAdy0fgcrjzbvrKnC83CjWwiu69eDkXHRtW47tVMHpnfuQJHTxWueMEwgeGTbAQRwXf8e9I0Kr3W7h0f056SEWLJsjhbvCG8MJ+xELF7qm8ggraSMJ3Yc9D1QlRBi4b5h/ZjVt7tv/H1FNCH4LTOHV/emsM6T/iHEaOSuoX24s0LnXEP4p7qbD5PTUaLDee2kUfSJDPfLIBwsKuGX9Gx+zchmQ06+r5BO7RzPN9PGNHjyGbcmOOW3dewqKOaqPt3oFRHGgaJS9hcWc6CotMbx3CaDgeGxkYyPj2V8fAzj42PoFRHW5IlvDhSWcNrv6ylxubljcG+u6tudPpG133gV0YRg+dHj/N/BVBZn5CDQZ6R4/6SR1Tpz6yPP7mTK4jVk2Rw8NnKAL0ToD25NsOxoDu8fTOO3rBy8tmBCfAwLpo4hpkLsuipVr9s8u5PJi9dw1ObgmdGDfKN/msr+whLOWbaRPIeTmX261TkoAco7f985cIRIs4mFpyrElxY1y8QmXx3O5Kb1O0kIsbDxnCl1lg/AptwCzly6gTCTkU3nnux3he7v5CZLs3K4dOUWoi1mNp87hQ71OHVZZXZO+W2dPhx4SB8e9LRKmkKgJmJp94bfy6bcAh7ett9nzAdGR/DEqAGc0SUBg8GAw63x7ZEs/rM3hb2eERYxFjPX9e/B3AE96NSEyTqP2x1M+HUNxz2tDaMBekWE0T8qgv5R4QzwvPeLCie1xMavHmN/oEKz32o0MLVTB87t1pHLe3cjvJ5QRm2sOnacvy7fVOO6hBALA6MjGBClv7q57Zw5sF+loZnNidcQeOkXGc7pXeM5o0sCUzrGVQvXFDqcfJGSyXtJRzjoCc1YjQYu6tGFi2JDOWtQ427E3zJzuHzVFqxGA0+MGkjvyHC6h4eSGB5KdA2tmWybg08PpfNRchqpJfqoIIvRwAWJnZnTL5GTEmLrrRhrum5/ST/GVau3EW4ysmrGSX5XhLWRWWbj7KUbOVJqY0bXBD6ZMqpGZ6cqmhDMXbeD/x05SscQKx8N68mk/jV3lPtLocPJhEVrOGZz8Pr4YVzZp3psvyauXr2Vn9Ozub5/D54bO9iv3/hjE9yaYNpv69hTUMy/Rg5gvp8V/qpjx7loxSY0AfcM7cvw2Ch6RYTRKzKsxmulPg6npdGze/fGOlLS8Pt1ECH4Kf0Yj207QIon5n9K5w5M7dSB9w4eIaNMD8V0Cwvh5oG9mNW3e4PDGLWxLiefZ7bs4YjDTWppGf60FGOtZs7q2pGzu3Xk9C7xzablxd3JqLkF9I+K0A19dAQDo8KreTwtMYXdz+nH+OZwFsuP5lJQId4fajJycsc4Tu+SwIi4KP6XmsWCw5m+Vkm3sBCu7deDq/t2p2Ootcla71B381ENT2lGWcx0Dwuhe3go3cNDKXS6+Dn9GE7PH9gzIpTZfROZ2ad7g0Jvtemdu24H36Rm+Z58bmila3drbDlewJrsfL48nMHBolKU+Bi+nz6uQc6Cw61x+Z9bWHH0OAkWM6d368iQmEiGxUYyNCaSLqEhDTJWD2zZx1sHUpkQH8Mvp42vMbZfE7sLipm6eC1mo4ENZ0+hV2RYvb/x51r4JDmd29Td9IwIZd3Zkwk1+V82L+85xBM7qg+NjrNa6BURSq+IcHpFhNE1LIRSt5t8h5M8h5N8h4sCp/7uXVbscrPtLyfTI6L+86oBafgbgt2t8X8Hj/DC7uRKxmZQdAS3Du7N33p0qfYUbHPg1Wp3ayQXl3KwqISDRfr7gaJSkopKibGYmdGtI+d278ikhFgsfnhogaIl5y51aRrq8UKWZubwe1YO22oZdjqtUweu79+Ds7slVPJem6rV5nbzQVIau/KLSS+zkVFqI73URmkNqS6MBjirawJz+vXg9C7xfhuxitSm97jdwUmL1pJtd2AAekeGMSwmiiExusEdGhNJ38hwX4dxodPFxtx81mbnszY7j83HC7FXSHcwICqCX09T6g1j1ESR08XFKzaz6Xj1p63jrBafnqExkURaTBQ53RQ6XRQ5XZXfXS7WZOcjEPxxxiRGxEU1SMfN63ey4HAmV/TuyhsThte7fX3XQrHTxYRfV5Nlc/DupBF+jdKriCYE36ZmoeYWcLikjMMlZaSWlDUq46oBWHHWJIbHNqxMKvy85hXS8NfOcbue2iG1pIwrenfjzK4JjbqJ/aUtTQINwdV7tMzOH0dz+T0zhx35RUzr1IFr+/dgSExkjdsHQqsQgjyHk/RSO+llekVgd2tckNiJxMZ5aD7q0rv62HHu37qPvQUluGq4f0NNRgZ5kvHtyC+q1nocGhPJSQmxTOoYx4yuCfUOs60Ll6axeF8S2dYwdhcUs7ugiN0FxeQ7Gj4a66YBPXl6jP8j0bykFJcy4dc1aAj+POskBnuuASEExS43OXYHOXYHuXYnx+1OKC5E6dWDXhFhNfal/XtXEv/elczYDtH8dvqEJvdXebUcszl8FcHhkjKOltmJtJiJtZiJsVqItVqItZqJtejvcVYLhceO0iOxegYAP5GGvy3QlrRC29LblrSCf3odbo2DRSXsLihmV0Gxx/AWV5ppzmwwMCoumpM6xjK5YxwT42OJC6m707SpWoUQZJbZ2VVQzB7Py6FpRFvMRFnMRJnN5Z8tJqItupEbFhNV59DWurhr0x7eT0qjV0QYsVYzOXYnOTZHpdZNVQxAt/BQ+kSE0TsyjD6R4XQLC+HOTXsodWv8fKrCSR3jGqWnuQhU527zBIUlEkmLYzUZGRobxdDYKC6psLzA4WRPQTEuIRjTISZgne+1YTAY6BYeSrfwUL8eIGwO7hzahwWHMz3edPnycJORhFArCSH6K9Zq4UhBIZlOjSOecF16qY0/qzx4dV73TkE3+oFEGn6J5AQjxmph0glstGqia1goS8+YSEpxqc/Qx4dYa6z0vF60U9NIK7WRXFxKSnEZhzzvpW63L1/TiYo0/BKJ5IRgYLQ+Cs1fLEYjfSLDmzwsti3Sbp/clUgkkvaKNPwSiUTSzpCGXyKRSNoZMsYvkTQD9hwHxxYdo+RgCbHjYomf2gFLbPMOm5RImot2a/iFW5CzPIfsP3IxWoyYo8yYo0yYo8xYoi2+z+YoM9YEK5aYlr+JXSUuCrcXkb+lgIItBRRsLQQhiBocRdTQSKKGRhE1JJLwfuEYza2j8eYqclF6uJTSQ2U4jjuIGRND9PAoDI0cn92aKU0pJeuXYxz95Rh56/Og4pBxA8SMiiZ+WjwJ0+OJmxiLKaxlh1VKJLXR7gx/8b5i0r5IJ/2rTOxH/U+DHNLZSuSgSKIGRxI5KJLIwfrn5vDqhBC4ClyU7i7j8JIjupHfUkDR3uLKxsRD6aEyjv5anjPfaDUQMTCSqCF6ZRAzOprYMTGYoxr397qKXdizHQiXQLgFwqmhuUT5d5dAc2oc351HSUEpJSmllKWUUZpSiiO3elprSwcLCdPiiZ/egYTp8YT3avooCiEEjlwn9iybrtVd9zN+xSUl2K12rAnWRj+JKYSgcEcRR38+ytFfjlG0u3y+ZKPVQPy0eKKHR5G3MZ+8DfkUbC2kYGshya8dwhhiJG5CLPHT4okZHY0l1oIl1qy/x1gwmFqmYtScGs7jThx5Tpx5TkzhJkK7hujlcgJWzpKaaRdP7naK6ETG/zJJ+yKDgs3leUXC+4XT7aIuGENNuIpclV/FLlxFblxFLuxZdtylNU/s7K0QQjqHYAo1YrQaMYaaMIYYMYUYMYYaMYYYMVqMOPOd2HMcOLIdOHIc+uccB45cB8JZ/RQNJgNRwyKJGRND7JgYYsZEYzAZKNpdTNHuIor2FlO0u5iy1BomkTFC1JBIYpVYYsfFEjc+hoj+EZVubiEEtgw7hTsLKdpZRKHnVZrc+ElHjKFGwnuFEd47HHOUmePr8rClVZ63Nrx3GPHT40k4JZ7oYVFoToFm19Dsbtw2Tf9s03Db3Wh2TS+rLDu2LDu2TLtu7I/a0RwNvywsHSx6xT0ogqiBkb7PIV30pGKuYhdlaTZs6WWedxtlaTbK0ssoOViKPavcWTBHmel4VgJdzu1MwmkJWKLLK1pXiYu89fnkrMgld2UuhdvrntLSHGXGEuepDGIs2F12QiwhIPT/CQFCAzTPZwEGswGj2YDBYsBoMerfPe8GswHhEjiOO3RDf9yJ87gDV3HN17HBYiC0SwihXUMJ6aq/h3reQ7qEENolhJDOIZgjqzsTNT1d6i51Y8u0Ycu0Y8uyYTAZCOkYQkhHK9ZOViyxllorYGehi9LkEkqSSilJKn935juJ6B+hO18exytyYCSm8JpbUsItKEsro+RgCcUHSig5UErp4VKcVifxg+IJ6xlGeK8wwnqEEdYjFFNo87bIhFsvf0eu03efV3x3FrqwxFiwxluwxluxJlixdrB43q1YOljIPJYp0zI36AeeUM6B95Mo/KMIza67zuZIE10v7kriFd2IHV9/elwAoQnKjpRRtLeY4n0lFO8tpmhvMSUHSmqtEBqKOcqMKcFEvNJBN/Jj9RCJP+EBZ6GL4n3FFO0pomhnEfmbCyjcUYRwVS42c4yZ2HExRPQJp/hACYU7i3Aer+6hGywGQruF6kbF9zJW/m4y4I5ykzA0wWfow3uHEdI5pFrlUppcSs6KXN0IrjqOq6B5ppm0xJoJ6RpKSEcrRkvdoa6S7BIch5y4imo+tjnajMEIzvy6tYV0DqHzOZ3o/JdOxJ/cAaPVvxCbI9dB7p/HyVmRS2lKGc58p+/lKnQ1wbVpGAaTQa9g4ixY4yy4SlzYMuw48/ybgMgcaSKkSyghXayEdtErhRJHCdYSK7YMj6HPtNX7HxssBkISrFg76ZWBJdaCLcNGSVIJ9qOOBpyQ7khEDY4icnAkGPAZ+tLkUt997w8hnUP0iqBnGGGJob4KISwxjNDEUMwR1Ss9zaVRllqmVywHS8srmaQSHNmOJv+vpigjJ/08iehhMkmbX2T+kMWWa7fpXwyQMD2e7ld0o8u5nWv1EBosylMhFO8rwXHcgebQPVXNruG2ez/rXqvmFFhi9P4Ca4JV93wSQrAm6LW9KdTUrPlk3GVuCrYXkq8WkK/mk78xH1tm9dCWJc5C9PAookdEET08mqjhUUQOiPDLoDVGr3ALCrYV6pXAilxKU8sqtIxM5Z+t5e/WeKvudXYN8Rmb0C4hDYqZp6en061bN+xZdr3y3ldM0f7yitxr+IwhRkITQwnrXn7Dh3UPJdTzPaJfeLOHRIRb4Cpy4czXQzCuAhc52dnEJyToxzKAwWjAYAQMBt9YPOESCKdAc2n6u1PzhOYEmlNgNBuwdLBg7WDB0kH3Js1R5hr1u8vceosqw4Yt04bdY8BtGXbsR+3YjtqxZ9n9NqRGq4GQLuWtBuEW2LPt2LP1Fq+rsPaKwRhiJLxvOBH9wonoF6G/+odjibFQvL/Y53gV7y2m5GBpnWG+kM4hRA6IIKJ/BBEDwgnvE0724WxCC0MpPVJG2eEySlPLsKXZ6g0XWjpY9MogMRSEXsGUHCqtsbXu+02c15u3lN/78Vas8VbMUWacRS69FXDc2xpw4sz1tAqOO0HAKVumEd5TpmX2C3eZm3XnbyDs5FCG3DCYsO6VC04IQVJuMnuO7kYTGiaDCZPRhNFgwmw0YzKaMBmNmAwmwq3h9IzrRVyYfy2ExhLoRGJl6TbyN+VTllpGxIAIoodHE9rNv7zpZc4y0gsySC9IIy0/nYzCDI4dP0ZkZCSa0MpfmoZbuH1l2rtDbwZ2HMiAjv1JjEnE2EJppIUQ2Fw2iu3FFNqKyM3OYfzg8TWeqxACR47unVk7Nr4PoDlpjUnlvH1Rtiy7J/Rmw55lJ/9YPh0HdfSFh0K6hmKNrz2UA+C2ufUQ3jEH9mw7zuNOQruGEtEvnNDuoX5XrppDoySphKI9ekUAeIy8XmFUDL95qalsNZeGPdNOaapeGZSllVF2xEbZkTLK0m3Y0spqDS2GdgslYkAEkf3DfceOHKCHD5sy6EK4Bal7Uuk5pGdj+4Dan+H34v2T88ry2XRkE+oRlY2pKpvSNnG8tGFzhkaFRNEzrgc943rSM7YnvTr0oldcT3rG9aRrVFc6hHfAbPK/Q9XpdpJRmEFavm5MkzOTiY+Lx2w0YzGZMRstns8WzEYTZpMFAwYEwjMPrf4uKrwbMBAfEU+X6K50jepCqCW0Xh1CCPLK8jmcd5jUvMOk5qWSmneEtII00vPTSStIJ6ckp0FlVRNhljAGJPRngKciGNhxID1iEwm1hBJiCiHEEkqoOQSrKYRQSwghphDMJjNlzjKyi7PJKcn1vGeTXZxDdkm2b3mhrZBiezFF9kKK7MUU24txaZW9ys5RnZnc+yQm957MlD6TGdp5qF8VkcPl4HBeKofzDpNdnE1uaS7HS/M4XpJLbmkuuSX699zSXOxOG4mxifTu0Js+8X3oHdfb97lnbA+s5sp5721OGwW2AvLL8skvyyevLJ9CWyFFBUUkdk4kMiSCcGsEEZZwIjyfI60RWEwWNE3DqTlxup043E6cbgcOtwOn24XT7UAIgdlkwWqyYDVZsZisWExmrCYrVpO12Srh1lhJVUT//w6TnHuII/lHKCsqY0CPASREJJAQEU/HyI5EWOtO9SA0gf2YQ68I0spAeCqYfuE1hoBqwul2UmgrJL+sgEJ7ISX2YsKtEUSHRhMdEkVUaBSh5tBKFaacerGBZBVm8fOeX1ixdwW7cndzIPtAtW06RXZiVLdRhJituIUbt6bh1txowo1bc/uWFdoKSc1LpdhRXMORKhMbFktCRALxEfEkRMTrn8PjiQmLIbs4m/SCdI7kp5FekE5WUVaTJhL3hw7hHega3YWu0d3oFt2VLtFdiAmNJi0/3WPoUzmcl0qRvZ7OR6OZ7jHd6B7TncTYHnSP6Ybb5iY2JhajwVjhZcBgMGIymnC4HCTnJrM/ez/7sw9wrPhYnceoCaPBiCYaPoEFQIg5hMiQSKJCoigoLSDPVjkDY2xoDJN6T2Jy78lM7jOZCGs4ybnJHMpN0d+PHyI5N5kj+WmN1lD1XLrHdCPCGukz9DaXrf4f1rKvpmoyGoy+1q3RoLdujUb9fzQZTfp3g9FniAweO1LRkTdgwOV2YzaZEJ7b1HtJiwq3rdVkJTIkgghrJBHWCM/nCCJDIom0RhJuDcdkrDt0ZzQYsZgsupNgtmI1hxBiDvFUbPqy/LJ8knMPcej4IQ7l6v9fWkF6vWUVZgmjY0QC8REJJEQkEB0aTUxoNFGhUR7DHO1bFh0ajcFgoNBWSIGtkMIqL98yeyEFZQUU2AootBVS4iipUwOAxWQhKiSK6BD9uFZDCP935bv0jW/U1Jbtz/D/mfwn5757nu97iDmEUd1GMb6HgtJTQekxjp6xPf1u1tfkFR/OS/W9Hy06Sl5ZXoMMudFgpGt0VxJjE+ke050wEUpYRDgutxOn5sTlduHUXLg1F063E6fb5fPqDQaD550Knw0IIcguziGzMJOsoqxqXm9tRFoj6dWhJ73ienlaND08Br47PWIT6RTZqZqH2FBvJL8snwPZB9mfvZ+DOQfZd2wfWUVHcbjs2Fx27C4bdpcDm8uG3WXH5rIhhMBistAxoiMdIxNI8Lx3jOzoWxYfkaDfpCFRHkMfTVRIZCXvOi0tjVJrKatT1rDm0BrWpKzhSH6a3/9TYkx3+sT3oVNkZ+IjOhAfHk98RDwdwjtU+m4xWkjNP0LK8RQOHT9EyvEU/XPuoRoNkMVkITYslpjQGGLDYokNiyU6NJrikiI0k6DEUUKpo4RiewmlzlJK7CUUO4p9+7F4vXmjGYvZ6vHs9WWge5kuTW8ROFwO/TrSnNhd/g9lbusYDUZ6xCbSN74vPeN6kleYT6koJbckh+ziHHJKchpdATdUR0xoDDGh0cSExRBujaDUUUKhrYgiexGFtkIc7uod21vu3Ey/hL6NOWTrM/yKovwbmAykANeqqlrXsIIGiyxxlHDbd3cwMLo/pw8/gxFdh1drZjc3bs1NnqfJn1OSQ25JLjmecEB+WT4JEQkkxiSSGNudxNhEukZ1rRQaau4ms6Zp5JTkkFGYQWZhJhmFmWQUZFBoKyQxNtFn5HvF9aJDeFyDY9uBbuILIXBpLsxGc5Pj7jVpTc1LZU3KWtamrGVtyjpcmou+8X3pG9+HPh36+D73jOtJiDmkSccHPeSQmn8Eh8uuG/uwGMIt4TWeW11l2xzl4t2H3sLVPK1bN5oQaJ7Wrib0FjBQwZsvvxW9y7KysujSRZ+esLxVUN5KEAgcLifFjiJPxVVCiaOEEnsxxY4Siu3FlDhK6nWa3MKNw6WHs+wuO3aXA4fbXulzVEiU77/r4/kfe8X1rHTv1zRxTImjhOySHHKKc8gtza3Ri9eNs+69a0LoLYEKrYCKLYPo0Ghiw2J0Qx8WQ3RoNJHWyHr/L7vLTpGtiELPsQ6lHeKcsef4FbKtgdZl+BVFGQXcrarqVYqiPAgkq6r6RR0/kTNwtULakt62pBXalt62pBXalt4TbQauycASz+dFwBygkuFXFGUuMBdg3rx5nHnmmY06kNPpJD09vfFKW5C2pBXalt62pBXalt62pBXalt6maK2rwgiW4Y8DMj2fC4AOVTdQVfUd4B3PV+nxt0Lakt62pBXalt62pBXalt5AaQ1WZq98INrzOQZo2LhKiUQikTSaYBn+NcAZns8zgNVB0iGRSCTtjqAYflVVtwJHFUVZBQwDvg2GDolEImmPBC0ts6qqdwfr2BKJRNKeaR2zd0gkEomkxZCGXyKRSNoZbSVlg0QikUiaCenxSyQSSTtDGn6JRCJpZ0jDL5FIJO0MafglEomknSENv0QikbQzpOGXSCSSdoY0/BKJRNLOCFrKhpaggbN8BQ1FUXoDG4FdnkWXqqqaHTxF1VEUJQb4DRgKTFJVdaeiKJcCdwBlwDWqqvo3l2ELUIveA4A3uflTqqr+FjSBFVAUZQLwKuBE1zcLuJDWW7Y16d1N6yzbzsB36FrdwEygH/AcoAE3q6q6I3gKK1OL3i8Ak+f7e6qqftLU45ywht8zy1d3VVWnemb5uoQqk720MlaoqnpJsEXUQSnwF+B5AEVRzMA/genAeOBh4MagqatOJb0eClRVPSU4curkCHCaqqpliqI8A/yV1l22NeltrWWbA5ysqqqmKMps4DrgTPRrIwp4Czg3ePKqUZNegHNUVS1uroOcsIYfP2b5amVM8WQrXQU8qKpqq3qk2tNaylYUxbtoALBHVVUHsFpRlBeCJq4GatALEKkoygp0z3SeqqqtYh4IVVUzK3x1AINo3WVbVa9G6y1bd4WvUUASeqWVB+QpilJtEqhgUoPeXcBpwC+KouQD81VVPdzU45zIMf44oNDzucZZvloRmUB/YBrQCbg4uHL8omL5gt4Ube1MUVV1Oroj8K9gi6mKoii9gLOAP2kDZVtB70+04rJVFGW0oijrgXnoc4FULFuXoijWmn8ZHKro3Ywe+p0GvAj8pzmOcSIb/nzayCxfqqraVVUt8Xj5/wNGBVuTH+RTXr6gxx9bNaqq5no+fkMrK2NFUaKBT4DZQDatvGwr6lVV1dmay1ZV1a2qqk5ED5k9SOWyNXtaVq2GKnrv95atqqorgG7NcYwT2fC3mVm+FEWJqvB1KnAwWFoawAFgiKIoVkVRJgPbgy2oLjw6QzxfW1UZe/pLvgT+parqPlp52VbV28rLtqI3XwAUA2ZFUWIVRelBK3MIa9Bb6qlkURRlKJDXHMc5YWP8qqpuVRTFO8tXKtCq4qRVOFlRlCfROyQPodf0rQ5FUX4BRqPHoN8GXgGWAzbgmmDpqo0qer8HLlMUpQSwA9cGT1k1rgAmAg8rivIw8Catu2xr0ntPKy3b0Z4+Ejd6WV6L3j/1CyCAfwRRW03UpHeZoihlnvW3NMdBZFpmiUQiaWecyKEeiUQikdSANPwSiUTSzpCGXyKRSNoZ0vBLJBJJO0MafolEImlnnLDDOSWShqIoSjhwD5CiquqHnlwpHwB3q6ramocDSyQNQnr8Ekk54cCj6E/PAqxAH7P+U7AESSSBQHr8Ekk5qud9uqIoAjgM9ALuBvYpipICJAAfAVeh59R5HXgH/V6ao6rqIs/Tl0+jVxoR6Omh/9HaUm1L2i/S45dIynnA874H3WjXFN6J8LyvRU/n+yZ66udOwLOedfcDd6K3FF4BzkFP/yuRtAqk4ZdIyvGm8T6mquqX6HldqqKhT5Dyref7J6qqvgZkAH08y87zvN+IHjqKQM8BL5G0CmSoRyIpx5/8JWWqqjoURfHO5lbgeXdTOX2yC70C8GbWlE6WpNUgL0aJpJxCdI++v6IoM9Hj+41hIbpTdQ3QEzib1jWDlqSdIw2/ROLBM2vX80As8CmNz4P/jGc/U9E7f89BHyEkkbQKZHZOiUQiaWdIj18ikUjaGdLwSyQSSTtDGn6JRCJpZ0jDL5FIJO0MafglEomknSENv0QikbQzpOGXSCSSdsb/AzQEYWefQyDlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tourism_series[[\"Total\", \"NSW\", \"NSW - bus\", \"NSW - hol\", \"NSW - bus - city\"]].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5499e7f-c8da-4ac4-a942-19e75d542519",
   "metadata": {},
   "source": [
    "## Inspecting the Hierarchy\n",
    "\n",
    "Some of these components add up in certain ways. For instance, the sum of the holiday tourism done in New South Wales can be decomposed as the sum of \"city\" and \"noncity\" holiday New South Wales tourism:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5b1a6bd3-d780-486f-9611-25205588fd7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_city_noncity = (\n",
    "    tourism_series[\"NSW - hol - city\"] + tourism_series[\"NSW - hol - noncity\"]\n",
    ")\n",
    "sum_city_noncity.plot(label=\"NSW - hol, city+noncity\", lw=8, color=\"grey\")\n",
    "tourism_series[\"NSW - hol\"].plot(color=\"orange\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5d0d5a4-032c-484d-be84-f26357186628",
   "metadata": {},
   "source": [
    "Similarly, both the sum over regions and over reasons add up to the total:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4841f1cd-40d6-46fb-b7fb-2b6692afea6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reasons = [\"Hol\", \"VFR\", \"Bus\", \"Oth\"]\n",
    "regions = [\"NSW\", \"VIC\", \"QLD\", \"SA\", \"WA\", \"TAS\", \"NT\"]\n",
    "city_labels = [\"city\", \"noncity\"]\n",
    "\n",
    "tourism_series[\"Total\"].plot(label=\"total\", lw=12, color=\"grey\")\n",
    "sum([tourism_series[region] for region in regions]).plot(\n",
    "    label=\"sum regions\", lw=7, color=\"orange\"\n",
    ")\n",
    "sum([tourism_series[reason] for reason in reasons]).plot(\n",
    "    label=\"sum reasons\", lw=3, color=\"blue\"\n",
    ")"
   ]
  },
  {
   "attachments": {
    "de74d4d1-1a95-41c4-9a21-99199060ad36.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "ef338be8-fd51-45a8-b7ab-06eb3b41b136",
   "metadata": {},
   "source": [
    "So overall our hierarchy looks as follows:\n",
    "\n",
    "![image.png](attachment:de74d4d1-1a95-41c4-9a21-99199060ad36.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93fadb31-50b9-43f5-a302-4a49d0061111",
   "metadata": {},
   "source": [
    "## Encoding the Hierarchy\n",
    "\n",
    "We will now encode the hierarchy itself in a way that Darts understands. This is simple: the hierarchy is simply represented as a `dict`, where the keys are component names, and the values are lists containing this component's parent(s) in the hierarchy.\n",
    "\n",
    "For example, referring to the figure above:\n",
    "\n",
    "* `\"Hol\"` is mapped to `[\"Total\"]`, as it is a child of `\"Total\"` in the left tree.\n",
    "* `\"NSW - hol\"` is mapped to `[\"Hol\", \"NSW\"]`, as it is a child of both `\"Hol\"` (in the left tree), and `\"NSW\"` (in the right tree).\n",
    "* `\"NSW - bus - city\"` is mapped to `[\"NSW - bus\"]` as it is a child of `\"NSW - bus\"` in the right tree.\n",
    "* etc...\n",
    "\n",
    "So all components except `\"Total\"` will appear as a key in the hierarchy dictionary.\n",
    "As we have quite a few components (96), we will not build this dict by hand, but rather programmatically:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c7478d62-efc4-47d5-9936-2272560e7b9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "hierarchy = dict()\n",
    "\n",
    "# Fill in grouping by reason\n",
    "for reason in reasons:\n",
    "    hierarchy[reason] = [\"Total\"]\n",
    "\n",
    "# Fill in grouping by region\n",
    "for region in regions:\n",
    "    hierarchy[region] = [\"Total\"]\n",
    "\n",
    "# Fill in grouping by (region, reason)\n",
    "for region, reason in product(regions, reasons):\n",
    "    hierarchy[\"{} - {}\".format(region, reason.lower())] = [reason, region]\n",
    "\n",
    "# Fill in grouping by (region, reason, <city>)\n",
    "for region, reason, city in product(regions, reasons, city_labels):\n",
    "    hierarchy[\"{} - {} - {}\".format(region, reason.lower(), city)] = [\n",
    "        \"{} - {}\".format(region, reason.lower())\n",
    "    ]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be5ecb74-f633-47a3-a4b5-b3b848bc5677",
   "metadata": {},
   "source": [
    "As a sanity check, let's see what a few of the components map to in the hierarchy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cff59853-dac0-4cd4-98a1-ffa5ac021201",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hol -> ['Total']\n",
      "NSW - hol -> ['Hol', 'NSW']\n",
      "NSW - bus - city -> ['NSW - bus']\n"
     ]
    }
   ],
   "source": [
    "for component in [\"Hol\", \"NSW - hol\", \"NSW - bus - city\"]:\n",
    "    print(f\"{component} -> {hierarchy[component]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "079e069a-1f6f-4a3c-95f6-eeb15f21db41",
   "metadata": {},
   "source": [
    "Good, that looks as expected.\n",
    "\n",
    "In Darts, hierarchies are a property of `TimeSeries` objects.\n",
    "We can now embed our hierarchy in our `TimeSeries`. We do this using the `with_hierarchy()` method, but we could also specify the hierarchy at the series construction; for instance providing a `hierarchy` to the `TimeSeries.from_dataframe()` factory method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cebbf377-9668-436b-b172-c59f451623f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "tourism_series = tourism_series.with_hierarchy(hierarchy)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd58de2a",
   "metadata": {},
   "source": [
    "## Forecasting Using a Multivariate Model\n",
    "\n",
    "Now we have a multivariate time series, which contains the hierarchy information. Let's split it in train / eval parts. We will keep the last 12 months as a validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "04f4fb58",
   "metadata": {},
   "outputs": [],
   "source": [
    "train, val = tourism_series[:-12], tourism_series[-12:]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b721709-fb6b-4dc6-8b61-a8f777744429",
   "metadata": {},
   "source": [
    "Getting forecasts is now as easy as using one of Darts models supporting multivariate series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c34e663a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/julien/unit8/darts/darts/timeseries.py:4079: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
      "  if isinstance(time_idx, pd.Int64Index) and not isinstance(\n"
     ]
    }
   ],
   "source": [
    "model = LinearRegressionModel(lags=12)\n",
    "model.fit(train)\n",
    "pred = model.predict(n=len(val))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a14abfa",
   "metadata": {},
   "source": [
    "Let's look at our forecasts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2116be09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "components_to_show = [\"Total\", \"NSW\", \"NSW - bus\", \"NSW - hol\", \"NSW - bus - city\"]\n",
    "plt.figure(figsize=(14, 8))\n",
    "tourism_series[components_to_show].plot(lw=5)\n",
    "pred[components_to_show].plot(lw=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ffd765d",
   "metadata": {},
   "source": [
    "Let's also compute the accuracy at the different levels (MAE, averaged over several components):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c3b78953",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean MAE on total: 4141.65\n",
      "mean MAE on reasons: 1275.43\n",
      "mean MAE on regions: 799.99\n",
      "mean MAE on (region, reason): 312.05\n",
      "mean MAE on (region, reason, city): 189.69\n"
     ]
    }
   ],
   "source": [
    "# we pre-generate some of the components' names\n",
    "regions_reasons_comps = list(\n",
    "    map(lambda t: \"{} - {}\".format(t[0], t[1].lower()), product(regions, reasons))\n",
    ")\n",
    "\n",
    "regions_reasons_city_comps = list(\n",
    "    map(\n",
    "        lambda t: \"{} - {} - {}\".format(t[0], t[1].lower(), t[2]),\n",
    "        product(regions, reasons, city_labels),\n",
    "    )\n",
    ")\n",
    "\n",
    "\n",
    "def measure_mae(pred):\n",
    "    def print_mae_on_subset(subset, name):\n",
    "        print(\n",
    "            \"mean MAE on {}: {:.2f}\".format(\n",
    "                name,\n",
    "                mae(\n",
    "                    [pred[c] for c in subset],\n",
    "                    [val[c] for c in subset],\n",
    "                    inter_reduction=np.mean,\n",
    "                ),\n",
    "            )\n",
    "        )\n",
    "\n",
    "    print_mae_on_subset([\"Total\"], \"total\")\n",
    "    print_mae_on_subset(reasons, \"reasons\")\n",
    "    print_mae_on_subset(regions, \"regions\")\n",
    "    print_mae_on_subset(regions_reasons_comps, \"(region, reason)\")\n",
    "    print_mae_on_subset(regions_reasons_city_comps, \"(region, reason, city)\")\n",
    "\n",
    "\n",
    "measure_mae(pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a615a85",
   "metadata": {},
   "source": [
    "## Reconciling Forecasts\n",
    "\n",
    "First, let's see whether our current \"raw\" forecasts add up:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1d994992",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BEX1pSS1etYTKBz5vaGAbKklx7NQqLz5A5VKBVqbOpUSOXn/9de655x7q6+sZOXIkr732WpdsnDhxIn/84x+5+OKL8fl8aLVaXnjhBWbOnMmvf/1rpk+fTnR0NOPHj+8wPdrV/b/77ru8+eabaLVaEhMT+fWvf90lewV9G+lsbyJ9hB41cuvWrXz55Zf4ZIm/bHyIlP/bQmW0zI+zT/C7P/+gJ3c9aOkP1br7C1+/u5frvHZ8Etx4YBevffMj6lzh3D7lPwyLKgiMsxZlsrc8nerrDzHsWBNrbrOQmJgYRMsHNv3hGs/NzWXChAnBNqNTHC6spDZUhaG2kYbGaLw+NTGhZYRoWqK2jpp4dDo37gg3hnov41OietSm2tpawptnA1999dXccccdXH311T26z76CqEjfwmm+Rx0KGgd9ehFaykaoJBlzuANTkXIh5RWfuyZAIOgtnv/mKF61xKi8Mpylo6hzhRMXVszQyII248xGB7bKOADsyTqOHzoRDHMFgi7T1OCmXq88w9SyhNenRq3yotO0TZPr1G7czZXp3TrVWdOb58tjjz1GRkYGqampjBgxgquuuqpH9yfo/4j0IqeI6U026p1GSGuiJDyChoYGMXtE0Gc59E0B2zKVVMtsXSmfFF0GKGUiTp04Fh9WjNetJbJcojIaNmw4yKx5M3rbZIGgyxSX1uELU6F1eXF5lOK/odqGdqEErdpNY5MerawUSa2vbSLMqO8xu/y1uASCziIiXSgzVUwmpS93kslOVZlfTB+BzWYLpmkCwRn52/920WCQSDpeja9K4njFCLQqF+nmvYExY8eOBUCr9hIXVoLJrkRyD9jE7FxB30eWZWqbBfTapiYaPYoTZdDWtxurUyuRL41LGV9ZLa5xQd9COF3NxMbGAmA22imqaK5Mn6LlSG5+EK0SCE5PRX41myYoUa45cgXWokwAUhP3o9c0AcqU9IULFwbWMRsdSMVKpMCpCw1MyxcI+irV5Q006iUkWUaSdciyhE7tQqNSqsJLkoRWqwWUSBeA5FYebQ3efqFZFgwihNPVjN/pigktQyVDdLGERyuxcZMoIinomzz+3EZKYySiihsZqW0g25YOwLRka2BMWloa8fHxgXpAZqOdmjJFXFwRHxFotSIQ9FXK6pUXCF2jh0Z3c2qx1axcvV4fuL5VkoxG5cHr13VpxCNO0LcQV2QzfqdLJSkPJqNNCWEfqvAG0yyBoEOaqlysS1Te7mdVl/Pt4RQaPKEkGW0kmRyBcVOnTkWSpIBusbWY3pGipzC/sPeNFwg6ic/joy5EeUz5a3NJkhyozQVKrUV/pAuUaJfbo/zu1kn4vCKaK+g7CKerGb/TBYquy+tsbg5siqC+vr12QCAIJi8+vZH8YWoMtR4uGq7FWjQFAEvKrsAYs9kcKAkR+N/opKHRQHiN0mN001cd94sTCPoCxcU1eDQSao8Pn09Jpes1jYHaXCqVipCQkDalC7RqNz6fCrVXxquSqK7qWNeVl5dHRkYGmZmZHD0qeu0KegfhdDWj0+mIjlYE9ElGO+XlihNWmmQSlekFfQqfx8dHXkW7MrWojJ05tRRWDSFE00hqwv7AuClTpgR+9ke6dGo3saFlRNmUSEB2fnUvWi4QdI1qn+JchTS6aHArTldoKwF9aGgokiShUqlQqZTHmV9Mr3YrYvrq5vTkqXz88cdce+21ZGVlMWrUqNPa4PWKbIeg+xBOVyv89bqSTHbslS3NgQ9kibcgQd/h45d2sidNi8Ytc2NmLDtOZgCQnrgHXbOQWKvVkpqaGljHf20DmE0O1M5mMb3K0OO1jASC01FXV8fSpUtJT08nNTWVFStWAEoboMJ8G/UGiQNZu7nl+qvx+tS8/MKjPPTAvVx99dVMnz6dtWvX8tBDDzF58mRuvPFG3G43WpUHkMGtdFvI2reXmTNnMnnyZK6++moqKipYvXo1zzzzDMuXL2fBggXt7AoPD+eBBx4gPT2dbdu28dZbbzF9+nQyMjK4++67A47Yvffei8ViYdKkSTz66KOB9X/5y18yceJEJk+ezC9+8QsA8vPzWbhwIZMnT2bRokWcPHkSgNtuu42f/OQnzJ49m5EjR/L+++8DYLfbmTdvXqAOmL+VkKB/I5yuVvijAVGGcrSSl1iHGp9aYuM3ooikoG8gyzKvHVV6wE04Wor9WCF7HGmA0tzaz6RJk9DrW+oTRUdHo9Eo4mKz0U5tWSQA5XERlJWV9ZL1AkFb1q5dS1JSEjk5Oezbt49LLrkk8FlpVT2yJKFxe5Fl5VGlVbk5ceJEoFXObbfdxoIFC9i7dy+hoaGsX78eSZLRqlvE9A/9/Ic8/vjj7Nmzh7S0NH73u99x2WWXcc8993D//fezYcOGdnbV1dUxY8YMcnJyiImJYcWKFWzdupXs7GzUajVvv/02AH/605+wWq3s2bOHjRs3smfPHsrKyvjoo4/Yv38/e/bs4ZFHHgHgxz/+Mbfeeit79uzhe9/7Hj/5yU8C+7Pb7WzZsoXPPvuMX/7ylwC88847LFmyhOzsbHJycsjIyOiRv4GgdxHFUVvRUpleSTGG2fWUJNVztCbIhgkEzVg/PcSOTGWm1p0zkljxfg0ubwhDI08QH14SGJeZmdlmPZVKRUxMDE6nE7PRwbdFM1CTjzPFQFFBURtNo2BwIs3rGcG5vOn07/ZpaWk88MADPPzwwyxbtoy5c+cGPqtTqwgFNG43XlmJWmnVbhYsWIBWq2Xq1Kl4vd6Ao5aamkpBQUFgXL3bQH11MdXV1cyZdQEAt956K9ddd91ZbVar1VxzzTUArF+/nl27djFt2jQAGhoaiI9Xygq9++67vPTSS3g8Hux2OwcOHGDixIno9Xq+//3vs2zZMpYtWwbAtm3b+PDDDwG4+eabeeihhwL7u+qqq1CpVEycOBGn0wnAtGnTuOOOO3C73Vx11VXC6RogiEhXK1pXpjcb7bidSsHUsighphf0DZ75Ihe3TmL4kQqMjdXsLJoKwLTkFgF9bGwsQ4YMabduTEwMAInhDqrrTejroTpCxfZNB3vHeIHgFMaOHcvu3btJS0vjkUce4fe//z0AKklNo1ZG5ZNxNSrOoE7tQiXJgfIQYWFhaLVapObWCxqNJpD206ndIEto3ErqvKKyrkt26fX6QDN4WZa59dZbyc7OJjs7m4MHD/LYY49x/PhxnnzySdavX8+ePXtYunQpjY2NaDQaduzYwbXXXstnn33WJnp3OvzH5N8fwLx589i0aRPJycncdtttvPHGG106BkHfRES6WhESEkJMTAxlZWUkmewcKxwFOChJNmKz2Rg9enSwTRQMYgp2O9maoYiJbx4bxdqthThrEwnV1jEhvmUWYmZmZuBB1Bp/NMugbSLKUEGMXUPRKA/Wg+Xc1TuHIOjDnCki1VPYbDaio6O56aabiIyM5N///jcA5uQh5OZks2j2haxevQYAg7ZlFmJrp8iPJEmB616rUsT0kYYojJGRbNi0meuvXcqbb77JhRde2CUbFy1axJVXXsn9999PfHw85eXl1NTUUF1dTVhYGBERETidTtasWcP8+fOpra2lvr6eyy67jDlz5jBy5EgAZs+ezf/+9z9uvvlm3n777TZRvY44ceIEKSkp3HnnnTQ1NbF7925uueWWLtku6HsIp+sUkpKSmp0uG86qWGI8UJygJmfnEeF0CYLK3177luq5ocQV1TJ37hBef09xojKTcgLVuVUqFenp6R2u3zqFaDY60DhDYVQ1RT4dsix36KgJBD3J3r17efDBB1GpVGi1WpYvX47H5eXOhx/m0ft/zL9Cw0i3XAS0dbpO1w/X74hpVB4kSUb2qPn9C8v58/0/44+//xUjR47ktdde65KNEydO5I9//CMXX3wxPp8PrVbLCy+8wMyZM8nMzGT8+PEMGTKEOXPmAFBTU8OVV15JY2Mjsizz1FNPAfDcc89x++2388QTTxAXF3dWO77++mueeOIJtFot4eHhItI1QJD6ycylHjeyqKiI5ORktm3bxrp165BleHzTLxi+dDvOIV5u3nqcZ58V8YDuwn++BZ2jzlbP9Pe2YDdL3FFZyxBPLb9493o8Pi0/mfU80aEVgPKAOJ1mpaCggDfeeAOPx8Pm/NnYXCk4rixkfE41q36xkKioqN48pAFPf7jGc3NzmTBhQrDNaIOtqAqnQULj9qGrV1HTZMSgbSDKUAkoLxYJCQntXhJcLhcul4vqaqUMSmldDD5JQo5uROuWmRRvEi8W3YjL5WpTH20wc5rvUYcXm9B0nYJfTC9JSukIvV15o8pvVJ9pNYGgR3nq6a+xmyXCK1z8+LLprNkVi8enZVT0kYDDBW1rc52K/2EFSqTL2VyZviQ5XDR2F/QJZFmmpvkdW9fkot6t3H9PjXKdznk6tTK9x6NBkmU8WmhqcPeg5QJB5xBO1yn4K3eDMoPRVRwBKGL6urquiTEFgu7AU+dhdYTyVb2gupoDe/dibRbQW1JaykREREQE9COnw399m40Oymsi0bqgLFbF7m8O9ZD1AkHnaahx0aCXkJBRy+D1aVCpvIRoWgqcni61CG2dLqVIqoTGDTISFVViMpQg+JxV02WxWGYBf2n+NQlYBWwBfgn4gDetVuvzFoslDHgTiAc+sVqtf2te/3FgNpAP3GG1Wt0Wi+U64H6gAbjVarX2mQZwISEhxMbGUlpaSpLJRt6JcUARziGKmH7MmDHBNlEwyHjjma0cHKtG1+DlL7dexJ+f/JKy+liMIdWMjWlxlk4noG+Nf4ZumK4eU0gNsTY19uFevt1TzM09ehQCwdkprqpHDlOja/Tg8jQ3t9Y0BPI0Go2mjWN1KiqVCo1Gg8fjQdtcKFjlVoPOR71b9GAUBJ+zRrqsVus2q9U632q1zge+AT5GcbgWAbOAuywWiwr4AbDaarVeACy0WCzJFoslHUi2Wq1zgTzgWovFogF+DswHfgv8ptuP6jzxP5iSjHZKq6OUaECcih2bcoNsmWCwIXtl/ldTC0B6QRk1xU62HlMqzU9JykKtUlIxkiR1qo5Pm8r0RgchTiVqUNCkFpXpBUFF9snUaZtb+XhcNHiUazNU15Ja9Lf9ORN+nZFG5UUl+fA1V6Z3q4WeSxB8Op1etFgsOmA6sBk4CJgAPdBgtVp9KNGsdc3Dv0BxyFovWwvMAcYAuVar1WW1WrcCk7vhOLoVv9MVoa/CoG0itkgJCG7NdgTTLMEg5Mv/5LA7XYvKK/OH62exYcsBckvGI0k+piZlBcaNHj2aiIiIs24vLi4u0KPObLTjKlVq0VVERQQEyAJBMCgrqcWlk1D5ZJB1yLKEVu1Go/IExpwptejnVF2X26v87tapkH3ixUIQXLpSMuIiYL3VavVZLJYVwA7AC/yx+fMowH/XrgKim5fZO1jW+u7eoULdYrHcBUr5oPvuu4/Fixd3wdSu43a7KSoqAlrelCQJkow2dA4DjKjhpFsbGCM4P1qfb0HHyLLMv7JP4JsbyuhcJ8aMIXy8PRqfrGZ8XB4mfUurhGHDhp31fLrdbpxOJ1FRUZSVlWE2OcjNnwjYKE0KZ//+/QwbNqyHj2rw0B+ucY/Hg8vlCrYZAFS4PKBVE9LgotFtBNo2t9ZqtXi93tM2oJZlGZfL1SYSplO7aGoKQeuT8aglqirrCA0XM+66A//5Fijfo1O/66ebudwVp+s6wF9Y5K9AGlALrLdYLO8ClSjRr0ogAjjRvH1T8zoRQHmrcX46/AZZrdaXgJeaf+21khGgRAM+++wzQJnBWFKSANRQFhtBZGQkYWFhPW3OgKc/TKcPNvvX5fONRXmz//n8sRQU2thVpMxOtLSqQB8WFsbMmTPbFYs8Ff85Hzp0qOJ0Ge0UV8cQ7VVq0TnyK5k9e3bPHdAgoz9c49XV1X1i2r+70UODQYnAamQPtZ4QQG4zazEsLOyMtvpLGGi1WqqqqpBlOaDr0rgkXHqobXATGR0OQF5eHt/97neRJIn333+fUaNGBbYlyzKLFi3i448/xmQydbi/rvDb3/6WefPmcdFFF533tvoK/vP92WefsWPHjkA3ge7ksssu45133iEyMrLbt92daDSaTn/XO5VetFgsWmAaioAewAXUWK3WJsCDkmb8BiUaRvP/356ybAmwFTgMTLBYLDqLxTIb2NMpS3sRnU4XKCSZZLLjqFCm1juHhlFU2LffXAUDh6dX5tBokEjKr+L6uRbe/aKSqsZIogzljIw+FhiXnp5+VoerNf70uVFXS6i2gViHClklsWVHQbcfg0DQGYpLa/GqJLRuH16v8lKr1zahklo0i60buJ8JSZICzd39Thce5VHX6G15f//444+59tprycrKauNwAaxevZr09PR2Dpcsy/h8XRfk//73v+9Rh8vj8Zx9UA+xdOlSPv30025tlec/z6tXr+7zDldX6aym6yLgq2btFsBTwBaLxbIN2GS1Wu3Av4ErLBbLFmCj1WottFqt2YDTYrFsBiYBH1itVjfwDPA1Smryj/RB/ILjJKONyppI9A1QGaliy1cHgmyZYDBQvL+cr9OUKNd3h4Rx+PBhNh+ZBMDU5N2oWmmCz1SbqyP8TpckKbquUIfyMMuvE0JjQe9SV1fH0qVLWXTxBVw3ZyZfvr+CBreBKxaNoLFGeQnIycnhuuuuQ6VS8dhjj3Hrrbcyd+5chg0bxocffshDDz1EWloay5Ytw+1WnCx/REwt+ThycBc3XLGI6+fO5p67b6GiooLVq1fzzDPPsHz5chYsWNDOrrfffpsrr7wSgPz8fMaNG8ctt9wSaKr9xBNPMG3aNCZPnsyjjz4aWO8Pf/gD48aN44ILLuCGG27gySefBOC2227j/fffB5QG2pmZmaSlpXHHHXfQ1KSUwxg+fDiPPvooU6ZMIS0tjby8PM7E119/zdy5c7niiiuYOHEiXq+XBx98MGDXv/71LwBqa2tZtGhRYLsrV65sc+7T09NJTU1lxYoV52SfJEnMnz8/kB1qzcaNG8nIyCAjI4PMzExqahRJREfnr6PzPHz4cEpLSwF46623mD59OhkZGdx9992BVPNtt91GamoqaWlpPP3002c8Z32BTqUXrVbrGmBNq9/fRCkP0XpMLXBVB+s+2MGyFcCKLtraq5jNZvbs2YMppIYwbR0xhVqKxrj5dl8JdwTbOMGA5+8vbqV8rp5IZz2//OEyXnx1FYdLL0Mleck05wTGDRs2LNDIurP4q3nLsozZ6KCyJAqop8wUQW1tLeHh4d18NAJBx6xdu5a42Hj+9OY7iojEXoLHpzyWQtQteiH/5A+Ao0ePsmHDBg4cOMCsWbP44IMP+Nvf/saVV17JqlWruOqqq9qI6X/78O384pFnmXaZhRf//Ecee/Qxnv3Hs9xzzz2Eh4fzi1/8op1dW7duDTgtAIcPH+b1119n5syZrFu3jsOHD7Njxw5kWeaKK65g06ZNGAwGPvjgA3JycnC73UyZMoWpU6e22W5jYyO33XYb69evZ+zYsdxyyy0sX76cn/3sZ4DSqmv37t3885//5Mknnwz0ojwdu3fvZt++fYwYMYKXXnqJiIgIdu7cSVNTE3PmzOHiiy9myJAhfPTRR5hMJkpLS5k5cyZXXHEFa9euJSkpiVWrVgFQVVXVJfueeeYZXn31VQAsFgubN2/m+uuvb2Pfk08+yQsvvMCcOXOora1Fr9ef9vwNHTq0zXluTW5uLitWrGDr1q1otVp++MMf8vbbbzNp0iSKiorYt28fAJWVlWc8X30B0XvxNJxamV7jDIUxVRTKwdc/CAY2Dc4G1g1TrrPFkouG+nre2xKBjIpJ8fsI07WE8bsa5QJFkBwXF0dxcTFmo4NjRaMAJ+VJRux2u6hFN0hZHfN5j2z3srIlp/0sLS2Nn/7sfnjsURbNv4ipGQvwuECSZPx6eJVK1cbpuvTSS9FqtaSlpeH1ernkkksASE1NJT8/H2iJdFVXV1NbU8kUywLUnmqW3nAjv7n9trPaXF5ejtFoDPw+bNiwgCOwbt061q1bR2ZmJqBEkg4fPhzouajX69Hr9Vx++eXttnvw4EFGjBjB2LFjAbj11lt54YUXAk7Nd77zHQCmTp3Khx9+eFY7p0+fzogRIwJ27dmzJxBRq6qq4vDhw6SkpPDrX/+aTZs2oVKpKCoqwul0kpaWxgMPPMDDDz/MsmXLmDt3Ljk5OZ22z78fgPj4+A67WsyZM4ef//znfO973+M73/kOKSkppz1/Q4cObXOeW7N+/Xp27drFtGnTAGhoaCA+Pp7LL7+cY8eO8eMf/5ilS5dy8cUXn/WcBRvhdJ2GNpXpTXZsJclAFWVxIhog6FlefGozJ6aqMNS4+evtl2HdmcXuogygrYA+JCTknPvmmc3mZqfLjr06lkifjCNJw+F9+cLpEvQao0eNZsUXm9jw9Rc897c/MWW6lR/88FG0GlVAO3VqXa6QkBCAQJNs/+cqlSqgbVKr1a3WU3Rcarfyu7cT9eg0Gg0+ny/g7LWePCXLMr/61a+4++6726zzzDPPdOHIO8Z/bGq1ulM6rVPteu6551iypK2T+5///IeSkhJ27dqFVqtl+PDhNDY2MnbsWHbv3s3q1at55JFHWLRoUSCl2hn7Ws8ibWxs7LCcxy9/+UuWLl3K6tWrmTNnDp9//vlpz19+fv5pJ6nJssytt97KX/7yl3af5eTk8Pnnn/Piiy/y7rvvBqJvfRXhdJ0GnU5HXFwcJSUlJBlt7DqSiZZ87MNCKTxRyPhJ44NtomAA4q33slLnBTRML6kgMjSUN1dXUesyEhdWwrDIk4GxkydPPmN17jORmJhITk4OkfoqdHiJLlFRliCz6ZvjXHZ1Nx2MoF9xpohUT7Fv72HU8VFccc31xOvCeeedFWjVboYMSWHPnj0sXLgwkP7qCpIkodVqMZlMREZEkGXdzOwLLKx6dwWWGWefoTtu3DiOHTvG6NGj2322ZMkSfvOb3/C9732P8PBwioqK0Gq1zJkzh7vvvptf/epXeDwePvvsM+666652283Pz+fIkSOMHj2aN998kwsvvPCMtuzYsYPnn3+eN95444zjlixZwvLly1m4cCFarZZDhw6RnJxMVVUV8fHxaLVaNmzYwIkTJwCw2WxER0dz0003ERkZyb///W8eeuihLtsHcOjQIVJTU9stP3r0KGlpaaSlpbFz507y8vJOe/7OhN8hvP/++4mPj6e8vJyamprAjNZrrrmGcePGcdNNN53V1mAjnK4zYDabKSkpwWyyU1sfTkot1IZLfLVuv3C6BD3CBy9sZ0+aBo3Lx+O3LCQ/P5+vD44DlCiXdB4C+ta0Tp+bjXbCHSGUJTRytFK0ShH0HtZ9+/jLXx5FA6jVITz02xcJ1dbz85//nAceeIAnn3zynGf96XQ6XC4XzzzzNL946EGe+GM9ySOH8aenXjjrukuXLuXrr7/u0Om6+OKLyc3NZdasWQCEh4fz1ltvMW3aNK644gomT55MQkICaWlp7QoW6/V6XnvtNa677jo8Hg/Tpk3jnnvuOaMtJ0+e7FRR2B/84Afk5+czZcoUZFkmLi6Ojz/+mO9973tcfvnlpKWlYbFYGD9eeXbt3buXBx98MBAxXL58+TnZB7Bhw4YOo1DPPPMMGzZsQKVSMWnSJC699FJCQkI6PH9nmoE9ceJE/vjHP3LxxRfj8/nQarW88MILGAwGbr/99kBUtCMb+hpSP2n90at1uvxs376dtWvXAvDk5p8xcl42BeNdXLUhn1eX39nTJg1o+kMNo95G9spc+eBqtszUkXbIycZHbuK5f3/OT95YjEbl5oELnsagVWYSJSUlceedXbsGW5/zpqYm/vrXvwKw7vAi6gzhnFxcQsY3JXz256sIDQ3t3oMbhPSHazw3N/ecU9TnS1O9m7z6enwqiYjaesrrEwCZRGMxKkl5iEZGRnb6WvTXjfLT0NBARUUFAJUNEdR7DGjiakCGSeFhaENOH3Ow2+3ccsstfPHFF106Jr/0pL6+nnnz5vHSSy+d18sRwIMPPsjNN9/M5Ml9q3mL/3w7nU5uvPFG1q9fH2yTgsZpvkcdTgfvdBugwYh/aj0oui7JqeSbi9SdqxcjEHSFbf/LZftUJcz+yLJM6uvrWbFREfOmJewLOFxAQIR6roSEhARmPZqNDirLowAoTzRht9vPtKpA0C0Ul9XhU0loXV48PiWSo9c0BRyurtTm6ojWDphW7QZZQuMGWZKoqDxzTSmz2cydd97Z5dZYd911FxkZGUyZMoVrrrnmvB0uUMor9DWHqzUnT57k73//e7DN6DeI9OIZSExMDEytTzLaKCgZBlRQliDE9ILu55/fHMF9oYHhR8pYfP1iNm7ezu4i5WZrSWkR0Ptnbp0vZrO5uR2QHduhOMI5hCNFx/HDJ9oVixQIuhNZlqltbkAd4nZR54oGILTVzFy9Xt9m1mJXUavVqFSKIF/XXCRV5VaBVqbOdXaR+qnlDzrDO++80+V1+jv+GYWCziEiXWfg1Mr0RRXxANiH6sk/cvJMqwoEXeL4piI2T1He6u/MMCPLMq99WkODJxSz0UayqSX6NGnSpMAsovPBH8mNNpQj+SQiyyVcOomtW46f97YFgjNRXd5Ao15CkmXUsoTHp0El+QhRt0RzO6NjOhv+aJdG5QZJxudW4gwuSRQCFgQH4XSdBb/g2Gy009gUhqkSGgwSX6zdG1zDBAOKp/67ixqjRFxhNXdfMpeioiK+ylVKN7QuEwHnn1r043e6VBIkGh2YbMoDKs8hmtgKepayesW5Cmn00ORRNFsGbUOb2lzd8WLhnxUnSaBTufF4FKfLrVPRT/TMggGGcLrOQqBPXUgdppAqIoqUG0HWiZpgmiUYQFQdrmb9RCXKdWW0BpVKxYefH6agaggh6kbSEvcHxsbGxjJkyJBu2W9rzaLZ6EAqUTSLpfpwGhsbu2UfAsGp+Dw+6kKUR4/O56LerUS0QrUtqcXQ0NB29bnOhdalCLRqNx6vBkmWcWskGurEy4Wg9xFO11nwR7rAL6ZXdFx2nZjdJegennluC44EifDyRn5/46U0NTXxzgblOks37wnoUUApE9EdDyNQNDNRUYqA3mx0UFPqF9NH4HA4umUfAsGpFBfX4NFIqD0+8IUgyyq0ajdadYvOqjtSi9CBmB7QNPtaldUN3bIPgaArCKfrLPjF9KCkGKtKFcFnaaIp0LxTIDhXXOUu1iQo9WnmNdai1+nYuTuXrCKl0ODU5N2BsSqVqttnMfmjXWajHVtlHACOFD0Fxwu6dT8CgZ9qn5LWC2ly09Ac5TJoWxwgrVZ7zkV/T0WlUgXqP+maezmq3Mrv+w7mBRoxHz16tM16siyzcOHCLs9ePB2//e1v+fLLL7tlW/2d1ufimWeeob7+zDNJXS4X8+bN61SF/q7y4osvnrXobHcjnK6z4O9TB0qkq7AyAQD7EB1HcoXgWHB+vP7UFg6NUaFr8PLErZcC8NJHNbi8IQyNOElCeElg7Pjx40/bJuNc8be7ig0txe3WEV4NDaES32w+epY1BYKu01DrosGgvMTq8NDo0QNyG6eru2vE+aNdapUXSfLhbdZ1rV23hmuvvZasrKx2s3VXr15Neno6JpOpzXJZlgOFOLvC73//+3Mu8toZesIh6Slan4vOOF06nY5FixaxYsWKbrXD4/Fwzz33cMstt3Trds+GcLo6gT8akGS043GFEFWqzPL6fO3+s6wpEJweb6OX9zyKdiq9qBRzVCQOh5Mv9o8E2paJgPOrQH86/OlztUomIdxJVLOYfl/BmW+EAsG5UFJRh0+S0DV5cHtDaaiv4+f3XMaSxQtZuHAhK1euxGAwMHz4cEpLSwGwWq3Mnz8fgMcee4xbb72VuXPnMmzYMD788EMeeugh0tLSWLZsGW63u90+c3NzWbZsGYsvuoiHfnw1ZWW1bPliHW+88iLLly9nwYIF7dZ5++23A30I8/PzGTduHLfccgupqakUFBTwxBNPMG3aNCZPnsyjjz4aWO8Pf/gD48aN44ILLuCGG27gySefBOC2224LNIhev349mZmZpKWlcccdd9DUpEwqGD58OI8++ihTpkwhLS2NvLy8M57Lr7/+mrlz53LFFVcwceJEvF4vDz74YMCuf/3rX4BSsHXRokWB7a5cuRKAuro6li5dSnp6OqmpqQGnprvsA3j88cdJS0sjPT2dX/7yl23OxT/+8Q9sNhsLFixgwYIFvPrqq4HG2gAvv/wy999/PwBXXXUVb7/9drvtn+4Ydu3axYUXXsjUqVNZsmRJoPbg/Pnz+dnPfobFYuHZZ5/lscceC/yNjh49yiWXXMLUqVOZO3du4Pjee+89UlNTSU9PZ968eWc95rMhnK5O4H8whenqidBXYrQpYvq9dvFgEpw7617KYne6BpVX5k//NweAFauP4qgxE6qtY2J8bmBsREQEI0eO7HYbWjd2NxsdqIuVKEOxJhSXSwiNBd2H7JOp1SiPnBCPm3q3gW1b1mI2x/Pll1/y1Vdfcemll561NtfRo0f56quv+OSTT7jppptYsGABe/fuxWAwdNin8e677+b//b//x5dffsm48RP413N/4MKFi7nm9ju49+4fsWHDhnbrbN26lalTpwZ+P3z4MD/84Q/Zv38/Bw8e5PDhw+zYsYPs7Gx27drFpk2b2LlzJx988AE5OTmsWbMGq9XabruNjY3cdtttrFixgr179+LxeFi+fHng89jYWHbv3s29994bcAbOxO7du3n22Wc5dOgQr7zyChEREezcuZOdO3fy8ssvc/z4cfR6PR999BG7d+9mw4YNPPDAA8iyzNq1a0lKSiInJ4d9+/ZxySWXdMm+szX4XrNmDStXrmT79u3k5OTw0EMPtfn8Jz/5CUlJSWzYsIENGzZw/fXX8+mnnwYc59dee4077rgDgNTUVHbu3NluHx0dg9vt5sc//jHvv/8+u3bt4o477uD//b//F1jH5XJhtVp54IEH2mzrrrvu4rnnnmPXrl08+eST/PCHPwSUyNznn39OTk4On3zyyVn/JmdDFEftBG0q0xvt+JxGoBGHoXtTPYLBg+yTefWwA19iCGMPF2O54WI8Hg9vfqkI6DPMOWhU3sD4zMzMbhPQtyYsLAyTyUR1dTVmo528solAJRUJkTgcDoYOHdrt+xT0TaLf7VrLm85Sfv1iACrL6mkKkVD5mmtzebWMGTuJ5564nz/96U9cdNFFXHrppWfd3qWXXhooEOz1ernkkksA5cGcn5/fZmxVVRVVVVWBPn/XXnc9P7z7TtRu5bvUeJoiqeXl5RiNxsDvw4YNY+bMmQCsW7eOdevWBUq31NbWcvjwYWpqarjyyivR6/Xo9Xouv/zydts9ePAgI0aMYOzYsQDceuutvPDCC4EIz3e+8x0Apk6dyocffnjWczF9+nRGjBgRsGvPnj2BiFpVVRWHDx8mJSWFX//612zatAmVSkVRURFOp5O0tDQeeOABHn74YZYtW8bcuXPJycnptH3+/ZyOL7/8kttvvz2QLo6Ojj7j+PDwcBYuXMhnn33GhAkTcLvdgSLQarUanU5HTU1Nm79LR8ewb98+9u3bx+LFynXn9XrbPMP/7//+r92+a2tr+eabb7juuusCy/wRvjlz5nDbbbdx/fXXB47/fBBOVydoU5neZOdQ2TighBKzsd1FIBB0hj0fHWXrNCWV98AC5Qa3fddBcmxKc+vWAnpJksjIyOgxW8xmc7PT5WDjyXmoyceZEkrhyULhdAm6jfJGF4SpCWny0Nhcm2v82CGsXbuWr776ir/97W/s2bOHRx99FI1GE9BOnVq+xF+/y9+o2f8yolKpTqtt0mg0eDwetFJz+rFZTH86JZR///6oW2stpSzL/OpXv+Luu+9us87ZIj+dwX9sarW6UzqtU+167rnnWLJkSZsx//nPfygpKWHXrl1otVqGDx9OY2MjY8eOZffu3axevZpHHnmERYsWBVKqnbHP6/Wecey58IMf/IA///nPjB8/nttvv73NZ01NTe3aQnV0DFdffTWTJk1i27ZtHe6jI12sz+cjMjKS7Ozsdp+9+OKLbN++nVWrVjF16lR27doVaKF2Loj0YidoI6Y32iiqjEPyydiTteRmHwmydYL+yHPrDtCol0jKr+C62UobjeUf1OLxaRkVfZSY0IrA2NGjRxMREdFjtvjfAuPDS6htCENfDzUmiV3fiokig4ny6xf3yD8Aj8tLnb45tSi3zFqsKTuOwWDgmmuu4Wc/+xlZWVmAoh/atUvRNH7wwQfnfEwRERFERUUFUn0ff/QeU6fPDYjpvaqOo8fjxo3j2LFjHX62ZMkSXn31VWprawGlsXlxcTFz5szh008/pbGxkdraWj777LMOt5ufn8+RI8pz48033+TCCy884zHs2LGjU2LvJUuWsHz58kB67tChQ9TV1VFVVUV8fDxarZYNGzZw4sQJAGw2G6Ghodx00008+OCD7N69u1vtW7x4Ma+99lpAKF9eXt5ujNFobFMFYMaMGRQUFPDOO+9www03BJaXlZURGxvbblbr6Y6hpKQk4HS53W727z+z/tpkMjFixAjee+89QHFgc3JyACWdPWPGDH7/+98TFxdHQcH5zewWka5OkpSURHFxMWaTHZ9HR0yxitJEmdXr9jN9bvdUCBcMDmzbi9nQ3PLne6MUZ6qsrJzP9yhpglMr0PeEgL41fqdLo/ISH15CjE1D0WgPWYcqzrKmQNA5iktq8RokNG4fPq8Wn6xCo/Jw4PBebrv1j0iShMFg4MUXXwTg0Ucf5fvf/z6/+c1vAiL6c+X111/nrrvuora2lqFDh/KbP72Ky6M8vL1qCY/bi0arbrPO0qVL+frrrxk9enS77V188cXk5uYGUpbh4eG89dZbTJs2jSuuuILJkyeTkJBAWlpau5clvV7Pa6+9xnXXXYfH42HatGncc889Z7T/5MmTnapb9oMf/ID8/HymTJmCLMvExcXx8ccf873vfY/LL7+ctLQ0LBYL48ePB2Dv3r08+OCDgYjh8uXLu9W+Sy65hOzsbCwWCzqdjssuu4w///nPbcbcddddXHLJJQFtFyg9L7OzswM1BAE2bNjA0qVL2+2jo2PQ6XS8//77/OQnP6GqqgqPx8PPfvYzJk2adMbjePvtt7n33nv54x//iNvt5rvf/S7p6ek8+OCDHD58GFmWWbRoEenp6WfcztmQ+kkrhB43sqioiOTk5NN+vmPHDtasWQPAM1vvY/jUXE5kNrB4QwErlt/R0+YNOM52vgcyD97zKa8s1BPprOPwj65ArVLx91d28YvXMzGGVPOz2c+hVimplbCwMO6///5AraHz4XTnvKamhqeeegqAlbnLIMFD/pxqZq4/ycrnb+m2mkmDjf5wjefm5jJhwoQe3YcsyxyyVVFvUBFW34SrMZxGjx6TvppwXR2gpPPi4uLOS7focrnaFENtjdvtpqREKb9S0xROTZORkOhqPBqJoV6JmLi2EhG73c4tt9zCF190TedWW1tLeHg49fX1zJs3j5deeum8X5oefPBBbr755m6v0Xe++M93d9u3bNky7r//fhYtWhRY9p3vfIe//vWvAa1ZX+M036MOL2aRXuwkp1am9ziVNxhnWLjo4SXoNLX5dXwxRtFFLNG5UatU+Hw+3vpS0bhMScoOOFwAGRkZ3eJwnQmj0Uh4uCLgNxvtNJYqtYkqY6MoLi7u0X0LBj71NU006CUkZHR4afQo179B07Y2V09MFPGj0WgC2/cXSVW7lN9rGtuXmTCbzdx5551dLo561113kZGRwZQpU7jmmmu6JUr9xBNP9DmHqzXdZV9lZSVjx47FYDC0cbhcLhdXXXVVn3W4uopIL3aShISEVmJ6G/vLUwEHJclKTvrUInoCQUe8+MwWTs5WYah28deblwGwbdcx9thGI+FjStLuNuO7q7n12TCbzRw+fBiz0cG3tplAIcUpYdhstj4frRH0bUqqGpDD1IQ0enB5DIBEiKaxzctFd7X9OR2SJKHRaHC73YF2QLJHA3hwncbZu/7667u8n3feeed8zBzUREZGcujQoXbLdTpdrxcw7UlEpKuTaLVa4uPjAaVshKMyFpVXxmFWk/Pt2YvECQTuSjefRihR0emVFUSEKg+a596txSerGRt7mAh9i6h02LBh5zVLpiv463UlhDupqDGhdUF5jIrsb0VlesG5I3tl6rTNAnpfi4A+tFUF+pCQkB6P5kJLZXqVJKNReXA3i+ldWpXIVgh6jbNGuiwWyyzgL82/JgGrgN8By4EE4LDVar3bYrGEAW8C8cAnVqv1b83rPw7MBvKBO6xWq9tisVwH3A80ALdardbCbj2qHsJsNuN0OjEb7cg+DbEONcXJPtZuOMTci6cH2zxBH+e9Z7ezd5IajcvHEzddDEBFRTWf5yhlGXqjAv3p8KfPdWoPsWHlxNrU2Id7sR4o5c5es0IQDGRZ7rHUXllpLS5dS20ut1eLJPnQa1rKQHR325/T0VqbqFW7afDo0cgyHi24GtyEhHasBxMIzkRXHfazRrqsVus2q9U632q1zge+AT5Gcbr+ZrVaF1qtVn+xkh8Aq61W6wXAQovFkmyxWNKBZKvVOhfIA661WCwa4OfAfOC3wG+6ZHEQ8T+YDNomog1lGOzKW9vByv7T90oQHHwuH/+rVPQhE04WMzpRiZq+/MEJKhsjidRXMCq6Jaqk1+t7XODcmtbFA81GByFO5dq2eUJ6pB6PoG+g1+spKyvrsUhPpUu5dkIa3TS4FecqVNuA38eTJKld7aWeorXIXqd2gyyhcYOMRGV1wxnWFAg6RpZlysrKunQNd1rTZbFYdMB04A7gD0CoxWIZAzxjtVo/RolmPdg8/AtgFhAHrGtetha4HcgGcq1WqwvYarFYzt7roI/QpjK9yY6rOAKow2kK79G3RUH/Z/Or+/jWokHyyfz2CgugfGHf/EJxbizJu2ldMigtLa1XZw2aTCYMBgMNDQ2YjXYKS4YCtVRGRyqlUlpd+4KBQ0pKCoWFhYGZfd2J1+3D3tSELEGo201dUziyLNGoq6WyudtCSEgIlZWV3bI/j8eDRnPmR1pVVRWyLOP1qal1haMrb8Kjk6lt8lFeITqMdIXOnO/BgF6vJyUlpdPju3LGLgLWW61Wn8VimQE8AOQCmywWy1ogCvBP9agCopuX2TtY1npKSIfJfIvFchdwF8B9990XKOnfU7jdboqKis44xuv1tojpjXaySjIAGyUp4Rw6dCgwA0xwdjpzvgcKsizzUtYJPIv0DDnsZPzcSRQVFbFrXwn77amoJC8ZSdlt1klJSen283O2cx4dHU1RURFmo4Pso5mAjZJkI7m5uYHq4ILO01+ucZ1Od9pSC+fDM3/fziszjcQV1TPlaB3/2/NdYkNL+NHM9wKRrssvv7zbJiG53e6zvqhs2bIFm82G26vmLxsfZvSwI5QsK2TSnjr+d++0brFjsNCZ8z1Y6GiW9+kmIHXF6boOeK355wKr1boTwGKxHASSgUrA1Px/BHCiefv+b1QEUN5qnJ8OcxdWq/Ul4KXmX4Nep8tPfHw8TqeTJJONdUcXEueWKU5QcyKvjIuvHNfTZg4Y+kMNo+7i4Gcn2DxDmSb/oxnDAsf9s6erkFExKX4f4bqW5ulJSUk9MkX8bOd8+PDhAaeruDqGGA+UxKuwHStn4cLB8bfqTgbTNX4qsk/mW6NyzY9z2smxzwUgw7wn4HBFR0d3a0/RzpzvkSNHYrPZ0Kq9JIQ7cZQloKYQW4oBc4IZlUbMLessg/n6Ph86dYVZLBYtMA3Y0rwox2KxjLZYLGpgFEo06xuUaBjN/397yrIlwFbgMDDBYrHoLBbLbGBPdxxIb+HXdSUaHSCribUpfusXW0Q7IEHHPLdyD7XhErEFVdy56AIAqqrr+TxHuWH1dgX60+FPIYZoXEQbKolxqpBVEtuzHUGxR9B/2fpJLgcmaFF5ZYZr6zlYOhYJH5MT9wbGpKen97oko7WTkGyyUV0Tgb5BpiJaxfYN7csVCATdTWfd+ouAr6xWqz/H8GvgZRQn6mWr1VoP/Bu4wmKxbAE2Wq3WQqvVmg04LRbLZmAS8IHVanUDzwBfA39s/tdv8D+Y9BoXMaGlhNgVceiROjHlWNCe0uwK1qcrb/zXJOoCD5nlKwqoaTISG1rCsMiTgfFarZbU1NSg2NpWTG8n1K6IQ082akV6UdAlXv76ILJKYsShco7ax+GT1YyMPoapVUmU822nci60LnKdbLIBEjEFyr17zdbDvW6PYPDRqfSi1WpdA6xp9ftBYMEpY2qBqzpY98EOlq0AVnTR1j7BqZXpG0sigBqKI41CTC9ox3MvbsO5UEt4eQOPff9SQNF4vb6uWUCfsovWl8ykSZMICQkJhqlERUUREhJCU1MTZqMDR2kiUE9lRCSlpaWBOnUCwZlwVbnYOVJ5GZ3oKeFLuxLdzTC3JDVGjBjRo03cT4fJZAo0WVacLtA4w2FsPXurG8+ytkBw/ogEdhdJSEhApVJOW5LRhrMiDgDnkDCqKquCaZqgj9FQ1MjnQ5V5Ihe66whpFp1usTrIc6agUblJb5VugeClFkGZvu+PdpmNdsrLowEoSzJit9vPtKpAEODVF7fgSFQRVuUhtFGNrSaJEE0j4+MOBsYEI8rlx//iHBtWilbtoqpEueZtUT1bFV8gAOF0dRmNRtOmMn1FTRS6JpnyGBUbP88OrnGCPsXrT23l0GgVunoPT96yNLD8qf/WApCasB+DtuXtOjY2tktTj3sCv9OVaHRgr4pD8oEzScORAyeCapeg//BpqZJCHHfcyR67MiEkNX4/WrVSz1Cr1fZqDbpT8TtdKkkmyWjDVqHczwuH6misagqaXYLBgXC6zoHWDyZkiC1SIhgbdp4802qCQYS72sOHWqWxboazhIQIZcJuVU0T63KU62dairXNOlOmTAl6etp/bYdqGzFpa4kukfCqJb7Z3i+aRgiCzIkcJ1mpSsQo1VDBHkcaABlJOYExEydO7JESFZ3lVDF9U0MopgofDQaJtav71bwuQT9EOF3ngP9NKUTjJi6sFK1D0S8caxR6LoHC2hd2sStDjcor89f/mx9Y/o93iqh3h2I22kkytqTsVCpVUFMufk6tTB9uV/Rl+TVdb3chGHz8463tNBokzCdqKS2Oo9ZlJNpQRoqppV5ZsK/z9mJ6iCxUHoVf5RQExSbB4EE4XedAGzG90UZ9SSQAJTFG8WAS4HP7eKOoDFklMfq4k4zhQwOfveEX0Ce3FdBPmDCh13rQnYno6OhAwUOz0YFcYgSgwhhJWVlZME0T9HFkr8zWCGVu1oQKJ9l2xbnKSMoJXOsREREMHz48SBYqGAwGoqMVvaLf6fIVRwJw2CNm6Qp6FuF0nQPx8fEBMb3ZZMdermgC7ENCqSitCKZpgj7ArrcPsmW68vB5+KJJgeVf7yjlSEkCIepGUhP2tVknMzOzV208HSqVisTEREAR01eWRwFQbjYJMb3gjKz7bzaHxmrRuGRGGRrJKx0HyG0mi0yePDnoKXRoSTFG6KsI1dZRVqpc8/aE4L/4CAY2wuk6B04V09fUmTDUQXWExLpVu4NsnSCYyLLMv7YepUkvYc4v4+rpLbMR//6OIqCfbN5LiMYdWB4ZGcnIkSN73dbT0TKD0YGtUpmd60jWkX9E6LoEp+d1qzLZYtThMvafHIXXp2Fk9HEi9C1d34KdWvTjz1ZIEiSbinBUxCP5ZIqSNRTnVwbXOMGARjhd50jryvQSMtHNYvpNWX2/15qg5zi53s6GaYpI+LbxMYHllTUevtiTACjNrVvTna1QugO/0xUeUode5SKyTMKlk9i2TcxgFHRMfWkjO8cpUaLJmvKW1KK5RUCfkpJCTExMh+v3NqeK6X0eLTFOGa9G4uPPsoNnmGDAI5yuc8T/YNKpPcSFl6B2Kh3qT/g67N8tGCQ8/9/dVERKRDpqeGDZosDyp9920OQJYUjESRLCW5qjSpJERkZGECw9PaeK6SPsihN5pNQjNIuCDln+z02UxUiYyl2E1Ksoqk5Bp25ifFxeYExfiXIBJCYmBl50/Lqu8OaWbt/mlwbNLsHARzhd50hbMb2duhJF+1ISaxIPpkFK1f4qvpikOCiXhvsCuj9Zlnn9c2UW4LSUtn0WR48ejclkoi8RFxeHRqM8gMxGBxSHA1ARFkFlZWUQLRP0VT6vV+pbTSgoJqtQaWM1KeEAuubaXGq1OmjtrTpCq9W2SESana6mYiWVnq8VL86CnkM4XedIazF9ktFOUXOBPftQPWUOMctrMPKv57dxMkXCUN3EX29YFli+fkc1J8piMGjrmRCX22adYFagPx0qlYqEBCUVajbaqSmLBKA8IUKI6QXtyPumgD2pyktFZmQtOf7aXIktqcXx48ej1+uDYt/p8KcYw3QNRBnKcZQpYnpbUiiyT7w4C3oG4XSdIxqNJvBgSjLZaGgII7wa6sIkPvl4Z5CtE/Q2jY4mVsUr6YoZtZUYDS0PmCffVgT0meZstGpvYHlYWBhjxozpXUM7SYdi+iF6ThwXdYwEbXnh/V24dBIpx6opKIikpslElKGcoZEt10pfSi36OTVbUV4djdYlU5yg4sAOcZ0LegbhdJ0H/gdTQngxKslHVJGSWvo2t/hMqwkGIO899S17J6nQuLw8ecOSwPKyKh9f7Y0FYGpyVpt1MjIyUKv7ZirDf22bQqqRfGCsggaDxM5vhZhe0ILP5eObBOUFI62hjJzmtj/piXsCtbnCw8MZNWpUsEw8LW3E9BFF4FMRW6TU6fr06wPBMkswwBFO13ngf1PSqj3EhZUgORXty0lJG0yzBL2Mp9bDe+56ACYUFjMyIS7w2VNvFeP2ahkZfZSY0PI26/WV2lwd4Xe6JEmJdkU2i+kPFjUJzaIgwEf/2cnxEWpCGnyMNrjILRkPQLq5pZ1OWlpaQIrRl2itXUw2KrquEIdSvDiruCZodgkGNn3vm9CPaBOeNtmpKlWqHJfEi8r0g4mNL+5h2zQ1+GT+cOWMwHJZlnl9naJ1ObVMxPDhw/vM9PmOiIuLaykAbHSgdirlAEr1Rqqrq8+0qmAQ8d9cReM3+mgpWceG4PFpGR51nChDVWBMX0wtgiLuD6TRTQ4kfNQUK7quQmNIME0TDGCE03UexMfHB9JDrbvV24aE4CgQKcbBgM/j47XDdrwaiWH5xcybMC7w2Zpv6iiqiCBcV8O42ENt1uvLUS5oWwDYbLRT1yymr4iLFGJ6AQCVhTXsmqg445bwmla1uVqiXImJiQHta1/E/+KsU7uJDy/BVq7YWjhEj7vBE0zTBAMU4XSdB2q1upWY3o6ryUBEOTTpJT7+UIjpBwO57x1n40wlnfzjGSPafPb3d+oAmJKUhVrV0tNNr9czceLE3jPyHGktpnc0i+mdQ0IpPCkq0wvg+Rc3UxUhEeVsRKqGgqqhaNWuNjN0+2qUy09rXVeSyUZ9nZHQWh81JolN64SuS9D9CKfrPGkrpvcSUaSEpXccFWUjBjqyLLN8XS51YRKxBRXcsWBO4DNnuY+N+6KR8LUT0E+ePDmgJenL+K/tKEMFTS4thnqoMUns3p4fXMMEQUeWZb6SlReJVGcpu05OAGBifG6gxZVKpSItLS1oNnaG1hKRZFMRIBHTPHHxC2t+UGwSDGyE03We+B9MGpWXhPBi5GIjAEUaoQkY6Dg2l/ClRRGYX59iaPPZ39+qwCurGRt7uE3vOeibtbk6oo2YPtxJdHPF7n35dcE0S9AHyPriGHsn6ZB8MtPim1pqc7Vq+zN69GjCwsKCZWKniI6ODtQP81emVzmVe/iBelfQ7BIMXITTdZ60rfVio6JUEUcXJwox/UBn+X+sFMdJhJfV89trLg0s9/lk/rNOccYsyW0r0CclJfVpjUtrEhISAq1SzCY72mYxfYnGSE2NmN01mHlx9V5Fx3i0iiPHQqlqjCRCX8mwyJaSIn09tQhKGy7/PTw+rASNyk15qfJ7UazhTKsKBOeEcLrOkzZiepM9UEjSnqLlxCHR/HqgUnOols/HKJGfBVI9ulbpwk+2NFFSHUakvoJRMcfarNdfolygtEqJi1OuZ7PRQWOp0q6oMjYSh8MRTNMEQcRT52H7ECU6lClXkWVTanNlmPegaq7NpdfrGTt2bLBM7BJ+p0ut8mE2OrCXKxNIioZoqXaKqK6gexFO13lyqpje6w4huhjcWomPVlqDbJ2gp3jj2W85PEpCV+/myRuXtfns6f8qN+qpybtRSS3RTq1W26f6z3WG1mJ6Z/MLRUlKGEVF4oVisPLOy9soGKLGUOtllMFNbnFzba7EllmLqamp/UK3CO3F9G6XnsgSHy6dxGercs6wpkDQdYTT1Q34H0xxYcWoJQ/hNiUsvfukqGc0EGkqaWKlUWnnk1FWSpzJGPjspNPH5gMRqCQvmea2N+xJkyYREtK/tH7+azsmtIyaulB0TVAeo2LvzvzgGiYIGh8UKEV+x+WXsuOQGbdPx9DIE0SHVgTGZGRkBMm6rtOmMn2zriuiSHk0bskTEV1B9yKcrm7AH57WqHwkGJ14m8X0tj7W4FXQPax6dje7MiRUHh9PXLewzWdPvVONLKuYEJdHeEjb1ER/Si368TtdKkkm0VhCjF1JpWcfqjrTaoIBiuNQObsnKS+Vs2NcrWpztbxgxMbGttG69nWMRiNGo3LPVmYwgrc4CoAjQbNKMFA5a/zXYrHMAv7S/GsSsMpqtd5vsVjCgePA7Var9TOLxZIIvAGEAcutVutbFotFDbwMjAF2Wa3WnzVv86fA9UAZcJPVau3XIaFTG6faypKBYorN4ciyHBAjC/o/3nov/62sRFZpGJ1vJ21oS59Ft0fmDb+APqWtgD4uLo6UlJRetbU7aC36NxvtuB0GGF6Lk1Dq6+sJDQ0NonWC3ua5V76hbmoIcbZ63JUeTlQOQ6NyMzG+bW2u/nbPS05OJi8vj2hDBXpNA8VlyUAFNnOouIcLupWzRrqsVus2q9U632q1zge+AT5u/ugnQOsny8PA34ALgR9ZLBY9sAywWa3WuUCYxWKZZbFYYoErgAuAFcCPuulYgkZcXFwrMb0NR2Uckk/GnqThYPbxIFsn6E52vJLLlhnK3/rXi9vOzvpoo5uKOj2xoaUMj2zbGDozM7Nf3rhDQkIC7YrMRgcuv5g+RlSmH2zIPplNeuWRMbmigu3HxwBKbS69pqW8wuTJk4Ni3/ngf3GWJCXF6KyIQeWVsZtVnNjvDLJ1goFEp9OLFotFB0wHNlssFhOQBnzbash04Cur1eoBrEAqMBtY1/z5WmAOMA3YaLVa5VbL+jVqtZrERKVnV5LRgc+rIdapwqeW+GhV1lnWFvQXZK/MK1knaAqRMOcXc+XUjDafP/Vfpem1JXkXrf0rtVrdL6bPnw7/A8lsdFBaEQtAabJROF2DjK0fH+DABA0qr8ysZB85dsW5at3ceuTIkZhMpmCZeM6003X5NMTafMgqiU/W7QuiZYKBRleml1wErLdarb7m9ODzwOJWn2utVqu/10kVEA1EAdWdWNYOi8VyF3AXwH333cfixYs7GtZtuN3u85qRZTKZKCoqIq651ovBbgBzPdm2WjHTqwPO93z3Ni6Hm8L/Olk/S2n5c90QQxv7jzvUbD8Uj0blbvMQAhg2bBgVFRVUVFQQTM71nBsMioYnLqyEshoTkR4oiVORvf0gI0aMOMvag5f+do2fjX9tyEOea2JEXhn7KtRUNkZhCqliRFR+YMzQoUODdszddb6TmsX0oTYtDPGx/WTZgPo7dhcD7frublo78q3pitN1HfCaxWKJANKtVusfLBZLa0/IbbFYVM2OVwRQDlQC/tee1stGn7KsHVar9SXgpeZfe7zKaFFR0WlPUmcYM2YMubm5qFU+EsOdeIojgHqc4WHntd2Byvme796gobABx6dOCj+2s6u8mq/mSlRFSEQ4qvjtfd9BpWoJFP/5v0qx0NSE/Ri0jW22M2fOnD5xrOd6zl0uFzt27ECt8hEfVobJocKZ4mPf4Rru6wPH1VfpD9d4Z2mqcrFrTDgAM/UNbLUpkdt0855AWRSdTsfs2bPRarVBsfF8z3d0dDTl5eWBGYwNJfGAg8Iw/YD5O3YnA+n67k065XRZLBYtSlrw+83/p1gslrUoztPlFotlL7ATmG+xWDYBU4GHUDRgFwGbgCXAaygTQn7evOklwNZuO5og4p/lBcqbUn7ZcMBOcXI4Pp+vzQNa0HepP6k4WkUf29hVWcP2qRI7r4by6Ja/300p+jZ/zyaXzFtfKA+aUyvQR0ZG9vtoUOtr22y043PoIaUeu1tPY2NjoI2KYODy2vItOEaqCKvyMNLg5aVipWF766juxIkTg+ZwdQfJycmUl5djDKnFFFKFrTwJNQ6KUvT4PD5UGnEPF5w/nY10XYSi1/IB24GZABaL5THAarVaT1gslsdRZi/+EXjRarU2WCyWz4CrLBbLZiDLarVua15vlcVi2QpUAN/r1iMKEn4xvdfrxWy0s6NoKrEeGWeCij3fHiZj9rhgmyg4DfX59dg/cVK00sbu6lq+nSqx81qoiGq5yaory0l11/PD6elcN61t6Yf/rfdS3aAj0WgPvCX76a8C+tbo9XqioqKoqKjAbHRwomQYUE9lVBQOh4Phw4cH20RBD/NpWS2MNDCpoIzNxTG4vTqGRBQQG9qSqOhPtbk6Iikpib179wKKriu3dDyJDTLlMSqsG48wfVH/qLAv6BhvvZfCr518tHY/N9xvIWFEVFDs6JTTZbVa1wBrOlj+WKuf7bTVeNEsqr+tg/WeBp7umql9G7+YvqioiCSTHWQ1sXYVziEyKz/fI5yuPkbd8XocKx0UrrSzu66W7VMkdl5/qqNVQZqnjrstk7nOsui00cpn320AwtoJ6CVJ6vcPIj9ms1lxukx2so5kAk7KkozYbDbhdA1wTmY7yUpVopnzU2ReyvEL6Ftqc0VGRjJ06NCg2NddnCqmzy2ZQGyhj6IxatZsPSycrn6GLMvUHqxj28cHWXPYzv44LfsnSDRcING0YgcP/3LJ2TfSA/SPPg39BLPZTFFREbGhpWhVLvT2MBhSy/6ypmCbJgDqjtZhX6lEtHY11rFjisTOG6AispWjVVHOZG89d09L59qpp3e0/Ow7JpN1NAyduom0hLaznMaMGdMvZ3J1hNls5sCBA8SHFeOojibCB06zhqN5BcyeHWzrBD3Js29up3GGAfPJWmobGzleMQKNys2k+AOBMZMnT+73Ed3ExEQkSUKW5YCYXus0wBgXe6sagmydoDO4K90UrHew8stcdsoeDozVcHKkBCNbOoGYimupj9MFzUbhdHUjLY1TZRKNDhpLIoBa7EZRQDJY1B6qxfGJk4JP7GQ11SkRre9BZWTb1GG6p4F7pqdzzdSLuvTwUKJcetIT9xCicbf5LDMzs7sOI+j4dV1atZdYQxWmYonSRNi5y8HNdwTZOEGP4fP4+CZK0WlNaajmm6MjARgfdxCDtuVlsj+XRPGj1WpJSEjA4XAo2QpkqkrMwAkKI/pX+67BguyVqcquYtunh1mX72S/Wcv+8RINCyRAuW41TV7MReVMjVbxg/kWZo8dfeaN9jDC6epGTq1Mf7h8NFCEMyVMiOl7kZq8WhyfOBRHy1PPjikSO26Gqoi2Ea10bz33TM/osqPlp7Ze5p31yldoavLuNp+Fh4czZsyY8zuQPoS/Dh0oYnocIZQmNlLQoMHlcqHTBe/NUdBzfPHfHA6O1aBx+Zg7TMOvtiipxdZtf4YOHUp0dIeVf/odSUlJOBwO9JomYkNLsZUnYeAEhUNDaKx2oTeJ6zzYNDmbOPmFnc++PoRV7WXfODUFEyWY2Cqa5axhVEMNy9JS+P7lczEZ+s5kH+F0dSNxcXFoNBo8Hg9JJjvbCy3Eu2RK41RsW7+fOYvTgm3igESWZWrzarGvdFK40sZuuYEdUyV23nqqo1VGhreRe2dkcPWUc3O0WvPOlz7qmzQMiSgg0Vjc5rP09PRAl4KBQFhYGCaTierqasxGB7biJKCRyghFTN/f9TyCjnl91wmYHcbooxVYa9yUN8RgDKlmZHRLp42BEOXyk5yczO7dygtUsslGjiOd+EofNZEq1q3ewxXftQTZwsGHz+WjYkcl21Yd5qvCUvanaNk3HhoulvC7MJomD4m2MqbFaPjBhdOYNWZUcI0+A8Lp6kZUKhWJiYkUFhY2h6fVxBapsY/wsfrrXOF0dSOyLFOzv0ZJHa60kyU1sH2qhPWOto6WpryMDLmRe2dkclXm+TtarfnHe02Avl2ZCOifza3PRlJSUrPTZefAiUlACRWJJux2u3C6BiD1JQ3sHKdIIy6IdLM+NxWAyYl7A7W5NBoNEydODJqN3U3rbIXf6YoqlKmJhK/3FAqnq5eoP1FPwed2Ptt6hCydzN4JKgoyJchsiTSanNWMaqrh8rQhfH/eAoydjGYFu5emcLq6GbPZTGFhITGhZejUTegcYTCihtxq99lXFpwRWZap3luDY6WDgk/tZKsb2T5FwvqDUx2tUjLlJn44YwpXdLOj5ceaJ7P/hB6Dpp6JrQTFAMOHDx8w6ZbWJCYmkpeXR0K4E1tVDOGAPVnHiaOFzJgxI9jmCbqZ5f/cTNkECVO5i6F6L/uckwDIaFWba/z48QOqTlt8fHyrbEVz+ZdiE1DHQZc3qLYNZLz1Xsq2lrN99RE2OCvYN0zDvvHQuLTVfb3RQ6K9lOnxOu6cO40Zo0d2aR+2UpnXVvt45VMXP7rwM35w88VERER096GcFeF0dTP+NyWVpIjp60uigBqcEUJMfy7Iskx1TrWSOvzURpauSZl1eBdUm9o6WlPkJn44cyqXZ/SMo9WaZ99zAVoyknLQqtvejAdilAtaxPQhGjcR2npMpRIVsbDjmyKuvzHIxgm6nc/rlUhumqOcDU4jLm8IyaYi4sJKA2MGUmoRlGyF2WymoKCARKMTleSltCQFOEhRvCHY5g0Y/OUcTq61sWbHcbLDZPZMVFE4q0UAD2B0VjHaXctVacO5fe48wvVdm9Dg9sis2gYvrfTw+U4VPlkCQli7O4L08Tu56KKLuvfAOoFwurqZNpXpjXYOVIxHzUkcQ0JFVeNOIssyVburcHzaPOtQrzha1nuh2niKo4WL+2ZOZWl6zztafiprZN77WrHDcoqAXq/XM2HChF6xo7c5tTK92qGjIraJ/EqlD1t/rkYuaEvelpPsSVMecBeP0vFMdnsBvdFoZOTIrkUb+gNJSUkUFBSgUXlJNDqwVyYQ6cujKEVDcX4l8cMjg21iv8Rd5aZ0Yxnb1xxlU3kVe0dp2D8eGq9qpbttdJPoKGVmQgh3z52BZeTwc9pX3gmZV1bJ/GeNl9IqNaBGJXmZEHeIzKRsRkUfZfduPRdeeGGv37eE09XNnCqm/7ZgBuYGmYooFetXZbH4yqnBNrFPIssylVbF0Sr8xEZWmIvtUyR2/egUR6ushKmSmx/1sqPVmjc+l2lyqxkZfYyY0LatQydPnoxGMzC/VkajkfDwcGprazEbHRQXxwFNVBqjcTqdpKSkBNtEQTfxwgdZuGaFknKsmgpqOVY+ErXkYVLC/sCYtLS0ATkju02RVKMNW3Uy0cU+yhLVfLpmD9+/d14Qres/yD6ZquxqTn5u4/PdJ8iOlNg7SaJwwanRrEpGe2v5TuoIbps7j7CQcyvPUVsvs+IreGWVj237/c8FNbGhJUxJymayeQ/huvrA+IaGBvbt29frpX0G5tMhiLQV09sAiegiDbbRXj7/5rBwuloh+2QqrZXYP3FS+ImdLKNLiWj9GGpaOVrashKmqtz8aKaFyyYHx9EK2CzLPPe+C9ANGgF9a8xmM4cPH8ZstHPUNgYooyJBEdMLp2tg4HP52JagPPhmSg1syhsGSIyLO0Roq2buA6Xbwqm0cboibOwsAmORirJE+PZ4Kd8Pom19nSZnEyUbStmx7hhbaurYO0alRLNGtczkVje6SXQWMyshlLvnzmDqiGHnvD9Zltm2D15ZJbPiK5m6RgmQ0KmbSE3YT2ZSNimmIk73yNi+fTsZGRm9+kwRTlcPkJSURGFhIdGGckLUjWgc4TC6isMNvmCb1idocjZR9Fc7+zccJCvCrcw6/BnUhrd2tIqxqLzcN8vCJWnBdbRaszkHjth0hOtqGBd7qM1nycnJJCQkBMmy3sHvdCUaHdgq49FzFMcQPQX5RUybNi3Y5gm6gY9e28mxkWpCGnzMHR7ChxvapxaTkpKIi4sLlok9SlRUFHq90szd30vVXRINVHBMPfAie+eDv5zDiS/sfLmngD2xKnImQdElEtDiaIU7Kxjjq+Wa1FHcNvdCQs+zrp+zXOaNz+HVVTJ5J/1LJYZGnCQzKYuJ8bntilV3RH19PbW1tRiNxvOypysIp6sH8GtfVBKYjQ7qSqKAKpxRYcE1rI+w8vvb+N9IF9afn+JolRZjUXv4yZzpXDyp7zharXn+Qw+gZkpSNmpVWyd6IFWgPx3+a9ugbUKvasRYBTURErt3FvCd64JsnKBb+G+eHWaFMfZ4Od/UuyirjyVcV8Oo6KOBMQNNQN8aSZJITk7m6NGjxISWolM3YSsbClRgSzIg+2QkVd+7N/UmVTnVfP2HA+xiL3vGqdg/DpomtYpmNbhIKC5mTmIY98ydSebw8y8p4/HIrNkOr66W+ewbGY9X+RuE6WrJMO8h05xNbFhZp7Y1ZMgQZsyYwfjx43u9nqJwunqANpXpTTayS9MIIR/bUAPuBjdaw+AVHJdtL+dv81wcG658YbSlTqapffzkgmksntg3HS0/xRUyH22WkPAx5RQBvVarJTU1NUiW9R5txfQONDYdNREujhR78Xq9A6og7GCk4mQNuyYqM60vSlHzyXplUsjkxL2oVUptLpVKNeCv9aSkJI4ePYpKUu7h+ZVDiXPLOBNU5FoLmTh9SLBNDBreJh/3/nMLa6/X0jaaVc4YuY7rUkdzywXnH83yc7hA5tXVMq+vBXuzT6WSZMbFKqL4MTFH2r0Ad4RarSYtLY3p06e3uY/1NsLp6gFiY2PRarW43W6STHa+OTmLqFqZWqPEmpVWrvjurGCbGDTe+tcujl0iEVLTxOszR/V5RwugvlHmo03wz49lPF4VY2MPEamvbjMmNTWVkHMUgPYnTCYToaGh1NfXYzY6KC+OgAkuykOjKC4uDurNTHD+vPCvzVSla4lyNmIOd7PXqThX6a1qc40dO5bQ0IFdAqeNrstkJ79iBLFFXhzDNazacGBQO12rl1v5fIEGlVcmwVbIvAQjd8+dScaw7jsndQ0y73+taLU2t1x6xISWkZmURXriXowhtZ3altFoZNq0aUyZMoWwsOBnm4TT1QP4xfQFBQUkGe34xfT147yst+YPWqer/mQDnyX6ABVpZQ4unrQs2CadFp9P+bK/vlbmvQ1Q26As16pczBu+ud34gS6g9yNJEmazmaNHj2I22ikoHgZUUhkfgd1uF05XP6Ymr5avUKJZmZVVrMvV0+TRYzbaSAgvCYwbyKlFP20r0xcBYLDrYLiPrOLOPewHIrJP5pX8YuSkEMbk2vn20e7rdi/LMjtzFUfrv+uhpnmioU7jZmKcIoofGlFwWlH8qQwdOpTp06cHJYV4JoTT1UP4C+xFGSrQaxqQnBEwrpyjg7gw/apnd7N7moTK7eP/Le6b7TSOFMq88bnMm59DvqNl+cxJkJ64hwj3521mcIFSJqT1m/FAJzExkaNHj5JodOA4FIeafJwpoRQV2AaN8zkQkGWZmtxa9r57lJV5NnaN1pCTpkXyySydYOTPu8cDbSvQGwyGAdXI/XQYjUaMRiM1NTUBMX1dSQJg52T44JWHbHv7ANssStrwRzO7J7JVWinz5jrF2drf0tKTYVF2JidYSU04QIjG1alt9ZUU4pkQTlcP4X9TkiSlkGRNaRRQTnFseHANCxLuag/vNtYgq9SMOWFn9Py+owmprJF5d4MS1fpmX8vyIfFwyxK4eYnE8AQXf//7aty095qnTJnS51Ok3Yn/ZhauqwevD0Md1Jgksnae4PIrg2yc4Iz4e5bue/84nxwoYudYDXsngGei4khIPpkZRQ5sspejZaNQSV5SE1q+FGlpaX0qatCTJCcnk5eXhymkmjBdLQXlKYRgpzBFj7vBg9YwuB6fsizz/LfHcF+oZ/iRUhbeeu71yrxemXU7FVH8yi3g9ijLTYYmUuOzyUjMIr5VdPVs9LUU4pkYXFdNL9KmMr3Jzq7iTAwcpWhoCI3VTehNA1//0xrry7lsmanMVPzNkuDP8vN4lC/962tlVm6FpuYXqTADXHsh3LJEYn4mqJpnKe3atQ+3u73DpVarmTx5cm+aHnTaiumd6GwaCsd4OFTkwufzDciCmf0Zf8/SA+8f45NcO9YxavZMAnezo4VPJq6gmAui1Ty0ZD7h8iRu/81+ZFSMj80lTNcQ2NZgSC36SUpKIi8vD0lSml8fKh1DZK2P6ggVW77MY8HlfefFsTfI+/wEm6Ypz60fTTu3KNcxm8xrq2X+swYKm30qlSSTllLIhKhvGRt7CE0nRPF++moK8UwIp6uHaCOmN9rZemIO8ZUyNZESH32wnRtuHzxVjWWvzKt7C2i6TIv5RDFLr19MUVFRUGzZc1Tm9TUyb38JzuZi8pIEi6bCrZdIXD0XwkPbRq3cbje7drUvhAowYcKEAS8qPpWoqChCQkJoamrCbHRQ5QyFMdWU6SIoKSkZ8LXK+gOyLFO9p4bc94/zaa6NnWPU5KSCO7X5lu+TifE7WhdfyITkFkd61arVZNuVIs6tBfRxcXF9NmXTE7QV0xdxqHQsMYU+Cser+MJ6fNA5XU+t3EP9AgOJJ6r4fhfu4Q1NMh9uVKJaX7Wa9J0c3cDkhN2Mj95JhL6m03b0hxTimRBOVw/RRkxvsgMQWaSjJtLNpr1F3BBk+3qT4x8X8tVs5VK7Y1LvP5Cd5TLvfKlEtXKOtCwfN1RxtG5aDEMS2jpasixjs9nIyspi3759NDU1dbjtwVCb61T8Yvr8/HzMRjvO0ilANZVxkdjtduF0BQlZVtqu5H2Qz2cHbOwcqyY7FdxpLY5WdEExc6JUPLh4HqlD2usQPR4Pn28toaQujlBtHWNiWr4w6enpgyqN3lZMr+i6NE4DjHdzoK5zGqOBQpG1mK8y9QDcNOzsEhlZltl9SCle+s6XUNk890CvlZkxupBRYRtJMR2nK+XOTCYTFoulX6QQz4RwunoQf+PUSH0lBk09crEJJpWRLw+u9MtLK/dQsUyHyVnN/dde3Sv7bGyS+fQbxdFauwO8XmV5lBFuWKQ4W9Mm0O4hUl9fz549e8jKyqK4uPiM+4iMjGTEiBE9dQh9mhany8Hnx2KBAopTwrDZ7AO2PUxfxN8c/tCHJ/nsQBE7xqrJTgPX5JZbe1RhMbMjJR68aB6Th565VdPhw4f5Nl8R0Cu1uZRUjyRJgy6NrtfriYmJoaysrLmlG1SUpQDHKYrWB9e4XuaJV76lYoGBaHsdv/zxFacdV14t8/YXiii+9QvupKENZCZlkazbgkHb8Qvs6eiPKcQzIZyuHsQf+pQkRddVVRoNlOGM779eelcpt1awbrKiHbnMKPeo3keWZb7drzhaK75qebvSqOGKOYqjtXQWhOjaOlo+n4+jR4+SnZ1NXl4ePl/nNAWZmZmD6s2/Nf5r2xhSQ1OThvAmqIhWsT/rOJddFmTjBjiyLFO1q4pDH5xk1YEido5Tk5UGTektt/PIomJmmyR+cdFcMq5f3OltW3fvZa9jKdB21uKoUaN6tVVKXyEpKYmysjJCtY1EGcopKksinOMUDtFSU1yPMX7gSwuqjtbwxQTFyVwW1l6z6fPJrN+lpA8/2tyij40yyixMtTFcvwGj6vipmz0j/T2FeCaE09WDtK1Mb+dbm4VwDmMboqO6uA7TIHC+Xl++k/wlSjHUv97YM3W5TjiUEg9vfC5zuLBl+dRxiiD+hosgLrK9c1RRUUFWVhY5OTlUV1e3+/xMGAwGpk4dvM3LW79QmE3F6Gxq7CO87DtahyzLg9YZ7Slkn0zlrioOv3+S1bk2doxTKY5WZsstPMJWzMxw+MWiC5jaBUfLT11dHau2QaPHQEK4g0SjM/DZYBLQtyY5OZm9e/cqP5ts7HOmElnqpTJWzapVOXz39oFfc/GpZzdhv0CHsbyJv9zRcg8vKlXx73Uyr62ROdFcXkeS4MLJTVhS9hDu+gpJ7loa1p9CnDp16oDVyp7V6bJYLLOAvzT/mgSsAkYDUc3Lfmy1WrMsFksi8AYQBiy3Wq1vWSwWNfAyMAbYZbVaf9a8zZ8C1wNlwE1Wq7VrT7x+QkxMTEBMbzbacbv0RJbKVMZKvP/Bt9xx76Jgm9ijNBQ1sCpBBiSm1ZRjMnRfSL6mXuaDjUpU6+usluXmGLjpYsXZSh3Z/sHvdrvJzc0lKyuL/Pz8c9p3VFQUV155Zb/WFZwvMTEx6HQ6XC4XZqODWqcBRtRSpjZRVlZGbGxssE3s98g+mYqdlRz9sIDVB2zsHKdi92RonNqSYjHZSpgR7uOBBXOYfg6OVmv27dtHlq19c+uQkBDGjRt3Xtvur5xaJHWfM5WIIpnKWNhy0MF3g2hbb9DgbGBVsuImzG+sxdDc2ucPr8s8+mo8sqwU0x2WILPUUsIw/dc0VB6ErmUQGTp0aKAX4kCf/XxWp8tqtW4D5gNYLJb/AB8DBVar9ZjFYhkH/B1YBjwM/A34GthssVjeB5YANqvVeofFYnm52YE7DFwBXADcCPyIFqduQKFSqTCbzZw8eTKgCTDZQqiMdfHNQSfdV8u3b/LZM7vImiqhdvt44jwfCKDUdvlqtxLR+nAT1DfXKNXr4Op5SvrwoqmgVrcXxdvtdrKysti7d+9pRfFnQqVSMXbsWDIzMxk9evSAvzGcDUmSSExM5OTJk5iNdvaXpgK1VMYoYnrhdJ0bsk+mYofiaK3db2PHeBW7TnG0jPYSZoT5+Pn82czshu+VLMtsyoGfPxfDodIRqCQvaYkttbkmTZqEVjs4C4ImJiaiUqnw+XwBMb2vOAKo44gcXNt6gxf/voVjFhWGWg9/v0NJO590yvz+P8rBX3uhh5kjcvGVf0l9XS0NjWfaWlv8KcQZM2aQmJjYE+b3STqdXrRYLDpgOnCH1Wr1i15cgP/n6cADVqvVZ7FYrEAqMBslMgawFpgDRAIbrVarbLFY1gKvn/dR9GH8TldESDWh2jq8xRFACSfVA/sm5qn1sKKhBlmlYUy+nXFJS855W7n5Mq+vlXnrCyhqVS9vXroS0bpuAZjC2ke16uvr2bt3L1lZWTidznafd4bY2FgyMzNJT08f1JGtjmhxuhxsPDEfsFGSbMRut5OWlhZk6/oPslemYnsFxz4s5PP9NrZPULErHRosbR2taaFeHpg/m1nd4GiB0t/u7S/g+Q9l9h4DGIlK8jJ/xCal8G0zgzW1CEoj+/j4eBwOB4lGB5Lkw1k2FMjFFm8Y0Kl0T62HjwweQMO0knJiTYqm7+//k/F4Yeaok6SHvE1tgbdL2zWZTIFCpgM1hXgmuqLpughY38rhAniy+R+AttVnVUA0SgqyuhPLBiytK9MnmWxUlMUCJTgTB/YDfMfLuWydoTw0fnNp11vDlFXJ/PdLJaq1M69l+cik5jIPF8PIpPY3O5/Px/Hjx8nKyiIvLw+vt2s3BACdTsekSZOYMmUKycnJA/amer74dV2R+kqqGwyEeaAkQU3enhNcfHGQjevjyF6Z8m8rOP5RIev22dg+XsWuDKif3uJohTtKmab3cP/8WVzQTY4WwNEimX9+JPPq6pbJJhGGBjISdzI1aTemVjWToqOjGTJk8DZ3BuUe7nA40Kk9JIQV46iIJ8Z7gKJkFQW5JQydGB9sE3uEd57+hn2TNGibfPz9VuX6c5R5eXGlF9CQEbO2S/fXYcOGBWYhDuZMQVecruuA1/y/WCyW3wHfWq3WTc2L3BaLRdXseEUA5UAlYGr+vPWy0acsa4fFYrkLuAvgvvvuY/Hi7rvpdITb7e6Rgp2tp7gmGR1sKZxBpE/Glqxhz448YpIH3owg2SvzSs4Jmi4LIfGYg8lzJrY7tx2db5cHvsoK4f3NoazfHYLbqzg7RoOPy2c1cu3ceqaNcysNT2VovXpNTQ2HDh3i0KFD1NXVnZPdCQkJjBs3jhEjRgTSKTab7Zy21Rfp7mvcf21LEiSGlxBiV+Ec4iM7t4LCwsJB76yeer5lj0zd7jqca8vYcqyKnRPVWDOgrpWjFeooIY1avp+Zyqw5EwPLz/fv5vPBxj0h/GddKF9lhyDLyt9mVFwJ6fFbmBifi0bV/gE6YsSIfvMd6Kl7eOsId5LJhqM2kVi7l+IUDf/96Ftuihh4E2p8bh9v19QCWiYetaNfmEpRUREP/KMWl2cMY2IOkWg8c0kdUO4Ro0aNYtKkScTExABgt9t72Pq+wen68XbK6bJYLFpgGvD95t9vA1KsVuv3Ww3bCcy3WCybgKnAQ8A3KBGyTSj6rteAI8DPm9dZAmztaJ9Wq/Ul4KXmX3s8e15UVNQjTYuTkpICguMkkw2fR0d0CZQlSGz55gQ//Nm5p936Ksc+LuDr2Yrg8s70pA7Pq/98y7LMroOKIP6/66GsSvlcpYJLZyhRrSsuUGMICQfaFuXzeDwBUfzx412bkuwnPDyc9PR0MjIyBrwOqbuvcbPZzCeffILH48FstNPg1MOQekoxEhoaSnT0gA5in5WioiLMCWbKt1Zw8qNC1u23s2OCCusMqF3UcusNLS5lqtbFT+fOZGE3RrQAqmqVlisvfNQys1en8TFt+FEmRn1NsunMD8ALLriAyMjIbrWpp+ipe7hGo2Hz5s2AIqbfbZtCqF0FKZBX4RmQze5XPW/FOkWDyivz+PfmkZycTEl5Eyt3KvPn5g7v8LEdYLCnEM9EZyNdFwFfNeu11CjO0E6LxfI1cNxqtd4OPI4ye/GPwItWq7XBYrF8BlxlsVg2A1nNonwsFssqi8WyFagAvte9h9S3aC04TjIqN7hwm4GyhEZ2HC/jh0G2ryf410d7qFiqI8JRzU9PUwzVXq7ira9l3vhc5kB+y/K0kYqjdeNFYI7tOFLSWhTf2NgF5WYzkiS1EcUPhIJ7wUClUpGQkKA4F0YHh0rGAvVURkVht9sHtdNVsbOSYy+d5K3je9kxQcXOTKid3XKdGUrKmKJu4qdzZ3BRNztaAPuPy7zwkcwbn0Ndc+vExCgX04dkMS5iC2GtNFunY8SIEf3G4epJ4uLi0Gg0eDyegJPqKokBKjgeMvDuHbJP5t9HHMjxIYw7VMz0GxStwKMv2mj0DGNo5AmGRhZ2uK5IIZ6dTjldVqt1DbCm+WcvoOtgjB1YfMoyD3BbB2OfBp7uurn9k6SkJE6ePIkxpIZwXQ3u4gigkYKQdqex31Oxu5J1aUpqbqmp42Koz7wr88AL8fiapxvHRcL3Fiui+Iwx7avEAzQ0NARE8Q6H45xsi4mJCYjiw8PP3spCcHbMZrPidJnsfGubBTgpS1LE9JMmTQq2eUGhaJOTh9/MZvNMiZrFLQ9lfUkZmeomfjJnGkt6wNHyeJQuDM9/2LbH3ZRRVUyO3cyQ0GzUqs4lDXQ6HRcLYR6gvFz47+FxYcVoVG4KykagpoKiFD0+jw+VZuA4GN+uyOMbi/Js+vUSpb9kTZ2btzYo6cFTo1wajSZQyHQwzUI8V0Rx1F6gTSFJo53SsljAOSDF9K8u386JxSr01U385Xvti6EWV8j8+mUZnyxx7XwlqrVkOmg17R0tWZYDovjc3NxzEsVrtVomTZpEZmYmQ4YMGfQ6o+7Gf21HG8opqzMR6gOnWcOxvAIlPj4IefytHaxerNSk05eWkyE1cN9sC5ded1GPXH+llTL//gyWr5Q52TxJNzREqQY+OnQtkbrOa7JUKhWpqanMnz+fqKios68wSPA7XWqVTJLRzsnqISQ0ypTFqNi16SjTFo4JtondgizLPL/lMO4LDQw/Usay5peDP/27kJqmYSQa7YyOPtpmnZtuuolhw4YFw9x+iXC6eoFTK9MfOTmSaK+MPUnNyTwnQ8cPjAbBjbZGVjUfyvTaCowdFEP9+/9kGprg4qmNvPf7jnP9VVVVZGVlkZ2dTVVV1TnZMmTIEDIyMpg0aRIhISHntA3B2fE7XSoJ4kNLCSlWUZroY/fesgE9nf50VByo4ss05Xq7stjBqz+6qcfOwa6DMs9/qGgh/a1XRpi9LJqQR7y8Fp3q7ClEP1qtlqlTpzJz5kwiIiJ6xN7+TNt7uI2TVUOJLfRgG61l7TeHB4zTdejLAjZZlPv2vVMVrVqTy8vLayIBuGDYN7S+nIcOHSocri4inK5eoHX17iSTHdmrIcYhUZIM76208sD4pcE2sVtY+ayV7Kkq1C4vT3y3fWqitFLmhY+Vn396dS3Q4nR5PB7y8vLIysri2LFj57T/sLAwJk+eTGZmJnFxcee0DUHXiI+PDxSPNBsduOw6ShMbcboNVFdXD7oH+D9e2IrjQi3h5Y385vJ53e5wudwy738Nz32o9BkFJYK+MKOR6Sk70NVvRCUBndxtWFgYM2bMwGKxYDAYutXWgURrsby/SGqIUwejZfZWNATLrG7n7x9mU7fAQOKJKu58UIly/f2NQsrrhxBtKGNifG6b8XPnzg2Gmf0a4XT1ApIkYTabOXHiREBMH2o3QHIDWbZzi+T0NTx1Ht6trwE0jCt0MiaxffTu6fdk6hrgspmQPsoNgMPhCIjiGxq6fvOSJIkxY8aQmZnJmDFjhCi+l1Gr1SQkJGC32zEbHRwvGQE0UhmhiOkHk9PVVNzEmiTl+rvQVUuIpvtur7ZSmX99IvOvT8DZXGQnIhyumlnB+IgNNFXuhwY67WxFR0cze/Zs0tPT0XSjnQOVqKgoDAYDDQ0NJEcoZSlqSs2AjZMRAyOSbs8qYX2GEuW6cYgiffF6fTy/Unk5njPsG1RSiyYwJiaGUaNG9b6h/Rzxbesl/E6XMaQWY0g1TSVRQAOF3diPMJhsf6VVMdTLLO0+L6+Wee4D5eeHbnBz4MABVq1adc41W6KjowOieKNx4NU6608kJiY2O112so5OAUooT4zAbrczfvz4YJvXa7z2960cmqpCV+/hyVuX4qmtOftKZ0CWZbbuVYTxH2wET7OkcdIImaumFxLtWUtNpYOmys5vMzk5mTlz5jBu3Dgxu6wLSJJEUlISR48eJUpfiUFbT0HZUAzYKByio6naRYipf0+MeuLlbVTMNxDlqONX910BwL/eK8RelYIxpJp089424zMyMgadfKA7EE5XL9FGE2C0U1IWC9hwJof2e+2L7JN5NeckriU6ko8Xdzgz69n3ZWrqYdqYSrasXo7H4+nyfrRaLRMnTiQzM5OhQ4f263M2kDCbzWRlZREbWkpxdRR6wJGsJf9IASwItnW9g7feyweqJkDDFEcpCREmis7R6apvVLoxPP+RTPZhZZlaDVdd4GPRhFyair+gtrSGrmx9zJgxzJkzR3xvzgO/0yVJSorxSNko4qp81Eao+HLtPpZe3/XOG32F6uM1rBunBACW6b2omyUDT76rzESfPfTbNsVzY2NjGT58eDBM7fcIp6uXOFVMf/D4aOLcMs4ENQd3FzJ+av9ttXH8s0K+mql8Oe9MN7f7vKpW5tn3lZ9TTR932eFKTk4mMzOT1NRUIYrvg/jF9GqVTLS+kpBSiYpYyNpWzO1Btq23+OyfVnanq1F5ZP7y3QvPaRvHbTLLV8q8sgrKmxulxUbAbUtcZCTuoODIN5Qd63yzdpVKxeTJk5k1axbx8QOzVU1v0lrXlWS0caRsNNGFXmojVGzIKejXTtdTz2zGNkdLeHkTf7ldmXX+3zV2jpeaMWjqmZK0u834OXPmCOf9HBFOVy8RHR3dIqY32kBWE2OTcA6DD9dk8et+7HQt/zCHqstCiLRXc18HxVCf+wCqamFMXAHDIgs6tc3Q0NCAKF48MPo2CQkJSJKELMuYjQ48dh0VsU0U1YdQU1Mz4NO/slfm9ZOlyEN1jD/qJP3Gzte3kmWZL61KCvHTb6C5dB3TxsOti2uIV20i70A2R8p8Z95QK3Q6XWAmoslkOvsKgk7R+sU5OUIR06uKQ2GSm4Ourpez6Ss0ljSyytysRWyoIbT5xfYvbykX44whOwnRuAPjIyIiSEtLO+d6iYMd4XT1En5NQH5+PubmqsZ6eygMqyen5Nx6BfYFKnMq+SJN0TIsi6CdTqSmXuapd5Uv7+whG864LUmSGD16NJmZmYwdO1aI4vsJWq2WuLg4iouLMRvtFBQPAZqoNEZit9sHvNNlXXGQbdOUSO+vLk7r1DrVdTJvrFVSiAdPKst0Wrh+AVw3x0m9cyMHDxyktAt2hIeHB2Yi6vUDQyvalzAajZhMJqqrq0k2Kk5XaekQ4BhFsf33fP/ryc0cnapCX+vhqe8rUa5VG+3sL0pCq3YxfciONuNnz54t7s3ngXC6ehGz2Ux+fj7hunpMIVU0lEYD9djD++8X9t/Lt3NyoQpDVRN/uql96YsXPoSKGhgZU8TwyBMdbiMqKiogihdv5v0Ts9nc7HQ5OHAyDSijIkER048dOzbY5vUoz28+RNMCA0OOtRSTPB15J5T2PP9ZA7XNk3WT4+DuK2DBhKMc2reZrE2diwb7iYmJYfbs2UyePFnMROxhkpKSqK6uJjykjgh9JUXlyURwjMIUDaUnq4gd2r9m63rqPHwY4gE0TCsuJ86kvCD9/jUljW1J3kWotqXVWlhYGJmZmcEwdcAgvqG9iF/7Aoquy1Eej0Qh9pRQZK+MpO5fOfJGRxOrmsthTa+rbFcMtbZe5u8rlCjXnKEb6EgCsGzZMqZMmSL0Af0cs9lMTk4O8eElOCqj0XEUR4qewpOdr4beHzmx2c7Gqcp1/4PUjtPgXq/Mqm1KCvELa8vyeelw75U+RkTsYef2b1i/pqxL+x4yZAizZ89m3Lhx4vvTSyQnJ5OXl6f8bLJxoHgi0U4P5QkaPl2Vw+33zguyhV3jf898y95UDRqXjyduWQTA5l0l7Dg2BLXkYdbQb9uMnzlzJlqtNhimDhiE09WLnFrVOO/YOBKalFYSWVuPMmXe6CBa13U+fnYnOZlKMdQnb2ivY3lxJZRWwbAoGyOjjrf7PDExUThcAwT/C4VG5cWoq0NXBTUREllbi/jezUE2rgd56m0r1Qv1xBTV8KOfXtXms4oaiXf+K/PPj2Tym+UvhhC46WK4c6mbpvKdbN++nYO1tV3a57hx45g9ezZDhw7tpqMQdJY2uq5mp8tUBOUJ8O3x0n41ccTn9vF2VRWgIy2/hLFJSt/ER1+uAWJIN+/BFNJybYaEhDBt2rTgGDuAEE5XLxIdHU1ISAhNTU1KkVRZIrZIwjYSVq7f16+cLm+DlxXNxVDHFxYzKqHtW359o8wT/1OiXBcM+7rDKNfChQuFwzVAaN3o1mx04LXpqIlwcbJKQ11dHWFhA6/PaNXhar6c0NzyJ1IK6BldbpkHXpB5+dMEmtzKd2CEGX50tcS182o4uO9bvly5C5fL1el9qVQq0tPTmTVrlui2EEROfXEG8JZEAHUcU/evumefv5zFzkwtKq/MH6+fBcCeg+VszB2ChI85w75pM3769Oli9ng3IJyuXsRfmT4/P5+kZjG9xhEOI2vZV9l4lrX7Ftte2c830xQx5W+XTm33+UufQHEFpES0b5AKSvuY0aP7j5MpODM6nY7Y2FhKS0sxG+3YixNggovK0EgcDseArFz97HNbsF+gtPz5wx0tesZ/fQLPfwigNHP/8TUSU4aXsH37N7zxyl58vs7PRAwJCcFisTBjxowBPyGhP6DX64mJiaGsrKy5u4iMrWw4sJ+iREO/qbkoyzIvH7TjmxPCuEMlzGrOVPy/5eX45EhSE/YRE1oRGK/Vapk5c2awzB1QCKerl/E7XaHaBiL1FdSXxAC1OCL6T98z2SfzSs5J3ItDSDlWwuJTxMMNTTKPv6O84c8dvrHDKJfFYukXNydB5zGbzc1Ol4MjtnFAJRUJygzGgeZ0uSpcrE5QXjrmNdZi0CkzeBubZP76tnLt//Mn5Vw2rY6tW7fy0rrDXdq+0Whk5syZTJ06VUQX+hjJycmUlZURonERF1ZKScX/b+++w9u4zkT/fweFAEmAvReR6t1qI0uiSBXbSm+bu05ukt1s7PSsN+Xub/fu7t1NosROYrnEdop73yQucZy1HVu24yKr2hrJtiSri2okwQr2CgLz++MAIEFSNiWRAEi9n+fxIxOcAQ6GA8yZ97znPdlk+Uxq8y0cNaqYvTz+y//sfvIIO5arc/bfrpoLwIkzbbz4jmp7+ZAo19KlS0lKSkJcvIkVD50EhhZJ9TSrYbma4kT6e8+/SnssnHy+itcvVx/Yry8eXgz1/ueg1gsFKXXMyhx+sSktLY04DmJyCA0x5rrqqGvOBKCuKInqqsmXTP/grds4OtOCo6ufm7/ysfDj9z0HNY0wp7iHQN0TPPTQQxw7NvoOV3Z2Np/+9Kf53ve+R1lZmXS44lBkXlc1mFayq9V397OvHjrXbnHl9i1H6UvQKDnh5dMr1WzE//xtHb6AnZmZx8hz14W3tVgslJWVxaqpk450uqJs6HJAHR1uErtMWlM1tr9yOIYtG73f/OldWlM10mva+McPRVbf7u0z+cUHRLnWr79E1oa5xISS6ROs/dgtvSR2QodbY9+eqhi3bGz5ewM85VPpAItrmshLU2UCenpNbnhUFclclP4MjY0No37OKVOm8IUvfIFvf/vbLF68WOogxbHBlekLg3ldiR51KX2n4eLW24yGY6+dZWtwxu23FqkbJU99J39+S12bKkq3RWwvpXzGlnS6oiw9PT1896qKpGpkVKk/wwvbj8SwZaPTeqCVvy5QUa5PpmvDiqE++AJUN0Ceu57ZWcPfz4wZM2TW1SQVURLFXUdmjZpaXtlg0t3dHatmjbkX7trDnsU2LH6Tn32hIvz43c/4qfVayHXVMmeEc38kc+bM4dprr+Waa65h1qxZMuQ+AeTl5YW/90LJ9D1NWQCcTor/cgo3P7GXDpdG7plWvvFRVeLiR3dV09OfyJS000xJG7hJ0jSN1atXx6qpk5J0uqIsVJkeCCZigrVO3UUc7oz/4cW7f7OTs0UaSa293PC/I4uh9vnM8NIRFSVvYJEo1yXF6XSSnp4OQL7bg61O5Sm2ONMmzZIhpmnyQGUdpkVj1okGlkwtAVSU6/qH1ed33dQ3RozwhlitVpYuXcp1113H5z//eYqL4z8HSAyw2Wzk5uYCaijdqvVzuknlLFYVO/F1x+/3eN2+Jl5dpD6X/7sgCU3TaGnr4bGtKuJVUbI9Yvv58+eTmZkZ9XZOZtLpioFQRCDR3kN6opf2xgwAatPjO1Gxt76X57PV1WRFRwvJQ/JNHnkRztRBTnIDc3OG5zbMmTNHcrkmudC5ne+upadJDbs1Z6fj8Xhi2awxs/epY+zUVaT3/35oXvjxu5/pp7EtgVxXLbOzR45yOZ1OysvL+f73v88nP/lJuZhNYKHvMZslQJ67ls72FJxdAVpTNXa8Gr8jFpvu3kFThkZ6bRf/7/MfBuD6e87S3usiz1XLjMzImebl5eWxaOakJp2uGBia1+XxqmT66mIHvk7fuXaLuaduf4t9CyzY+vzc9MUPR/zO12/ys0dDuVxbR4xyrVu3LgqtFLEU6nTluWupa1ZDLg2FydR6Jkek61evHqbXoVFc6eXTl6sE5J5ekxsGRbmGnvspKSl86EMf4vvf/z5XXnklLpcr2s0WY2xokVTQyDqrzoGX3xpeCDoetJ/p5MWZ6kb5Y45+bFYr3T0+Hvyr6vyXl26PiNDOmjUrHNETY0c6XTEwdDmg7u5kkttMOl0af928P4YtOzd/j58nOlV14rln65mWG1mg8Xcvw0kPZCU1Mj/34LD958+fLx/gS0Do3Hba+jD9fhJ6oTnDwv63z8S4ZRevencdW5aoBORr5maFH7/zz300tDnIddUNi3IVFRXx3e9+l1WrVslMxElkpGR6e52KgB7sHH3R22j65a1bqCnQcDX38ouvqIWtb3roFN6uNDISm5g3ZHRColzjQzpdMZCeno7Tqb68C9zqLimjWv0pXt5dGcOWndvOB95jZ6gY6icjl4Lo7ze54ZFQlGsbFs2M+L2maRLlukREJtPXk1WjzpljVT56e3tj1awxsenBN2lN1cis6eC7n1S5ib19Jj97RM1YXDtClOvKK6+UmYiTUHZ2dngNwlAyfWuTin5Vpcdf57rX28dzOeoas6aznWSHA5/Pz53PqRSA1SU7Ir63S0tLJddwnEinKwZClekB8lOCwy516uQ/2jv6atXRYpom971zBp9dY0plA1cumBvx+8dehePVkJHoZUHugWH7X3bZZWRlZQ17XEw+SUlJpKaqczk/xYMjmEzfbE+lrq7u/XaNa+1nOnlltrpR+oSL8Oy13z7dS2O7k1xXHXOyI0u+FBYWUlpaGu2miiiwWCzh7/DMpCYc1h7ONE4FoKrYTkdjVyybN8w9N7/B8RlWnJ393PpVNQHqN4+dorYtC7ejjUX5kSMsFRUVIz2NGAMfWJFe1/VVwM+DPxYAfwGeAjYBAeDbhmHs13U9D3gESAbuNAzjv3VdtwL3AjOBPYZhfD/4nN8DPgc0AX9nGEbbmL6rCSA/P5+TJ0/itPWSmdREa2MW0EJdVvwl05/cPFAM9RtLIhPh/X6T6x8ZyOWyWiKjXBaLhbVrI2t5icktPz+f1tZW8t21eBoKgQ5asjLweDwTtlzI7bdtoWalHVdzLzcEi6H29pnc8Ii6SRopyrVs2fDlscTkUVBQwJkzZ7BoKtp1snkaqU1+WjOtvPDcfq7+yopYNxEAf5efp6w+wMayWi85qSn4/QHu+JO6IVo1ZRc2iz+8fUFBAVOnTo1Raye/D4x0GYax0zCMdYZhrAN2AH8GbgA+DnwRuDG46f9FdcTWAv+o67oT+ARQYxhGBZCs6/oqXdezgE8B5cDjwD+O6TuaIAYnYua7PdQ0q3yn6uIEuuJsHcZfP/UubSkaGTVtfGvDmojfPfk6HDkDac5mLssbHuVavHhxuIyAuDSEKtPnu2tpDCbTNxa4JuwMRl+bj79kqK/Kio52koK5Wb/+YzdN7U5yRohyzZkzh5ycnGHPJSaPyLwudW6nVavOy7bD8XOuP37HTvYttGHrC3Dzl68A4NFnTnOyKY9EWxfLCvZGbF9RUSH14sbRqIcXdV1PAC4HDMBvGEazYRhngIzgJpcDrxqG0R/cZgFQBrwU/P1mYDWwHNhiGIY56LFLztDV6n29TlK9Jj1OjeefezeGLYvUenCgGOqn0i0RxVADAZOfPjyQy2W1RA6NWq1W1qyJ7KSJyS90bifZu+nts2DzQUOulaMHJmZl+od/uY0js6w4uv3cdM1HgODKC8E1FkeasSj16Ca/yE5XNQBafTIARwPmiPtEW6A/wKNNrQAsONXI7MJ8TNPkpsfU9/iK4t04bAMz5rOzs5k9e3ZM2nqpOJ8Fr68CXgFSgcHDgf3BDpndMIzQVbcV1RlLH7Tt+z02jK7r3wC+AXDdddexYcOGkTYbMz6fj+rq6nF9jcFM08ThcNDb2xsukppaY6U1I8DLe06wan1R1Nryfh745R6qNiSS1NLDt69aHHGMnnvTycFT6aQ6W1iUv2/YvnPmzKGjo4OOjo5hv4v28RaxOeZ57gaotVBXHODQiU5Onz6NzXY+XzuxZfpMHu/uAhKYf6oWs7uL6uou7n5Go7E9b8Qo1/Tp0/H5fHKOR1ksv8NDMxjrvVOAE1TnOqmqqop5xGjn749jLLVj8Zt8d81UqqureXlnEwc9C7Bb+7i8+K2I7efNm0dNzejWSpXz+/0N7pQPdj7fflcDDwItwOCFmGyGYfTpuu7Tdd0S7HilAt4h2w5+bMaQx4YxDOMe4J7gj+N+21BdXX3OgzReCgsLqaysJN9dC5gE6tMAL2cs9qi3ZSS9jX28XKCGUlZ1tTFz2sA4fyBg8ttn1Z+lvGQ7tiFRLpvNxkc+8pFz1iSKxfG+1EXzmLtcLjo6Osh3e2itTYTiTpqsqVit1gn1d3/hrj3sXawuWr/40loKCwvp7TP57bOdAKwdUpNO0zQ+9rGPkZGRIed4lMXieBcVFXHixAlSnO24EtqpbioiI3CcmgIrdDopnB27CUSmafKHqr34S5zMPtrAZ77wIQB+84yaRawX7iHJPpDKkpaWxpo1a4Yt7XYucn5fmFEdXV3X7ahhwW2GYXQBNl3X03RdL2ag07QbWKfrug1YBryHygG7Kvj7DwPbg9utGfLYJSk0+8Vh6yMrqYnmRlX7qjY7OZbNCnvy9jc5MN+CrdfPTV+KLIb6zHbYdwLcjjaWFAwfDr388sulCOQlbHBlel+DG4CW9IlVmd40Te47VKOW/DneiD5D3XTc8Xg7TR1J5CTXD1t5YcmSJWRkjBi8F5PQsHpdfhtZnn4CVo1nXxge/Y+mPX86yg5d3TT/6xVzAHh1VzXGqRKsWj+rit+M2H716tWj7nCJCzfaI3wVKl8rFM74T+B54DHg34OP3Rj8/zeAuwzD6AaeA6bour4V6Akm5TcAf9F1fTsqEf+3Y/NWJp6heV01LarTVVNko7kmtqvV+3sDPNGh2jC/qoHS7IE7NtM0+clDoSjXjoiZLwAJCQmySOolbqDT5cHbrDohTfnuCdXpevcvJ9ixTF20/uVKddHq7TO58Q/qa3PojEXJYbz0DK9MD67g6Nzu6pYYtGjAba8eodehMeWEl78pWwrAT+7vAjQW5e8jxTlwjXG5XCxevDg2Db3EjGp40TCMF4AXBv38BipJfvA2HmDDkMf6ga+M8Hy/BH55/s2dXCILSXrYV3sZ6fUBmnMsPPf8O/z912JXK2X7gwd4U7ehBUx++KnIYqh/2QlvHwNXQjtLC94etu/KlStJSoq/0hciekLnttvRSXuPA1sA6vJtVB45FduGnYfbX3iP3rVJFFc28zefU19tv/x9C00dqSNGuXRdD9coE5eGkZLp+xvTgE5OJsSuKO7xLdW8sUzVlfvmZWo2sbG/jq1HS9EIsLpkR8T2q1atmlC5lhOZxBJjKC0tjcREVSslVNU4pUZVOd52OHZr1UUUQz3ZyPr5cyJ+F4pyrS7Zid3aH7Gv0+lk1apVUW2viD+DbyhykxrJrLcQsGq8d7iN/v7+99kzPtS808Dri9Vn88szVcmTPp/JTY+rC9PQKJfdbpdlUy5BLpeLlBSVtlwQLBtx1jsNgOpCJ6Y/NrMYb3rcoMOlkXumjW99TEVff3hPCwHTyrycQ2QmNYe3dTqdUlMuiqTTFUODK9PnuevQCOBrUEMxJ7XY/WkqX67mjeWqTMS39MhZlC++BbsPQ7K9g2WFe4btW1ZWFl7iSFy6UlJSwtHOfHctLo8apmswU2hoaIhl00Zl0/07g0v+dPKDv7kSgJsfbcLbmUz2CFGuFStWSA7jJSoU7Uq095CR2ERzSxYJvSaNWRbe2Rb9Zd3q3/Py6kJ1w/C5PAeapnH4RCN/3V8CQEVpZBr1ihUrZF3QKJJOV4yFcgISrD6ykhvxNgWT6XNjNzz3qyffps2tkVXdxtevHLh7N02TjQ+qO7eykl0kDIlyJSUlsWJFfFRhFrE1dKmrQIPqkLSmpsV9XldXTRd/na4uQh9PDGCxWOjtC3DLk+pGZGhdLofDQVlZ2UhPJS4BEXldqTVgWsiqUrWvnt965Fy7jZub7txOU6ZGWl0X//WFjwLww7sa8AUSmJl5jDz3wHJcdrudyy+/POptvJRJpyvGIvK6UjzUtmShBUw8hVbqKkespjGuWo+08dcF6oIztBjqK3tg10FItHehFxrD9i0vLychISFqbRXxbaAyvYcWrxqi8+anjroOUKzc9sst1BRYcDX3ccNX1Dp1mx5uwNvpGjHKVVZWFk4TEJeekfK6nLUqn2tflFcX6azq5MXp6jv4o1YfNquVMzUtPLtHLb9VPiTKpeu65N9GmXS6YixiBqO7BrPfTmadid+q8efn34l6e377q+3U5GskN/fy0y9+PPx4RJRryq6IKsagcht0XY9qW0V8C53bqY42mjtUpKu20M6ZyvgtqNjf2c+zKSqMVd7WRrLDQW9fgNueUkPma6dG1uVKSkpi5cqVsWiqiBODb5xDMxi7giMWZ93RvQn95a1bqCpUNwy/uOYTAGy8u4ae/kSmpJ6hJO1seFur1Sr5tzEgna4YS01NHZRMr4ZdkmvUB/XNysaotqXP28fz2eqUKOtqI3FQ1GrLO7BtPzht3Swv2j1s34qKCux2e7SaKiaA0MVI0yAryUt6o4bPrrH/gBe/3/8Be8fGI7dt58hsKwndfjZdq2rT/fxBD94uN9nJDczLORixfUVFhUR3L3FOp5OsLFVSJ89Vh0Xzc6pJ1f8+W5xAX3tfVNrR19LHs1mhNULbcCc6afR28MR2lZdbUbotYvvFixfjdruj0jYxQDpdMaZpWjgikOeqQ9MC9DaoD/Bpe3Sn8D5+25u8N9eCvcfPTX8fWQw1NGNx1ZQ3cdoiv0RSU1NZunRp1NopJoa0tLRwgm6+u5YUj+qc1PtcNDZG94ZiNEy/yWPtasmqxWeaKMrMoKc3wB1Pqyjd0BmLKSkpEt0VwEBU127tJ8dVT3eni+Q2P50ujb++8F5U2nDvzVs5NsOKs7OfW776MQCuv/cMHX0u8ly1zMg8Ed5W0zSppRgj0umKA6GIgN3aT05yA43eYDJ9fhKmGZ0px4G+AE90DhRDnZKVGf7dtn0mr70NDlsPlxe9NWzfNWvWSI0XMUxEMr27FupV56XFHZ/J9C89/A57F6klf376eTXs8rP7q2gOR7kic7nkvBchw4ukamRUqYlGr+07e469xo6/288fNXUzvMzjJS8tlfaObh59NRdQuVyDl4FcsGAB6enp494uMZx0uuLA0LyuhpYMLH6T2jwLpw7Uvc+eY2frQwd4c6kqhvrjz0TOZvnJQ2ohgpXFb5Fo7434XUZGBosWLYpKG8XEM7gyfXtTGgDNefHZ6brn3bMErBqzjjexfNY0unv8/PoZVYNJRbkGboDS09OlgrcIGymZ3lanorxHese/Lt0ff7WLdxfasPUF2PTldQBsevAU3u50MhKbht0wSE252JFOVxwYOoORgI2sGhPTovHMS/vH/fVN0+Tet0/Tb9corWxkzbzZ4d/tes/kZUMjwdrLiiFrdQGsXbsWqzV2lZdFfAud2+mJzTS0q2rttYUOzp6Or2T6Ay9VsjNYwfsHa1U+zvX3nqG5K4WspOFRrnXr1sl5L8Ly8vLCM70Lg7m5zV51M12dOb51C02/ycMNLQDMP9nI3KJCenv7uG+zqvm4umRHxA3D7NmzycnJGdc2iXOTTlccSE1NHVRIUn1gkzzqg2pUNZ9zv7FS+Uo1byxXd2XfWl4c8btQlGtF8e6IFekBsrKyWLBgwbi3T0xcoU6XRYN0RyspLdCTqHFgXwOBQOD9d46iW57dR49To7iyhavXLKezy8edz6UBoRmLAxet7OxsOe9FBJvNRm6uGsrLTm7Abu3jTNN0AKqKbXir2sbttV958F12L7WjBUx+8lm1ZNuvfldJbXs2bkcbi/Ijb9wrKmK3vJyQTldcGJz7khuc/dIdTKY/mzj+M6Nuf/JtOlwa2VVtfO2qgbCzcdjkhTc17NY+VhbvGrbf+vXrZVV68b4yMzPDs/vy3bWkBWfm1nYl4vVGvw7dSOoONrFlobrp+btpKhr303tO0dydSlZSA/NzI2csynkvRhJKE7FoJgVuD/6+BDLq+/HZNZ597t1xeU3TNLlr31n8Vo2Zx5uomD8Ln6+fXz+j8idXTdmFzTIwU3jatGkRQ6Ei+uSbI04MzH7xk+Oqp86rwr+egkTMwPgl07cea+eVeSrK9elMG9qgbMuNwSjX5UUGyQndEfvl5eUxd+7ccWuXmBw0TRtUJLUWS73q3LQkp8dNXteNd22nJU0j09PFP//tVbR39HLPC+qmZ2iUq6CggDlz5pzrqcQlbHBnJryWbrXq8Owap/I/b//Pcbbr6vv7/1s3E4CHnj7BaW8BibYulhXsjdhecrliTzpdcSIir8vtobk9HXufSUOOhYNvjd/sl1//ahuefA2Xt4eNwSUjAN4+avLcDg2bxceqKTuH7bd+/fqIDpoQ5zK4Mn1nKJk+Jz4q03c3dPPyVHXR+qitH4vFwk/uPhmMcjUOi3JdccUVct6LEUUm0wfP7YZkAE5Yxuecue3lg/Q6NaacaOZvy3UCgQC3Bperurx4d0QR66KiIkpLS8elHWL0pNMVJyJnMHogYCGzWt1hP/fawXPtdlF8LT6ez1JfBqu72yOKof7kIXWHtrzIwJXQFbFfYWEhM2fOHJc2ickndG5nJTfR0KqmqdcVJVFTHftI1223bqG60IKrpY+fffXjtLZ1cf9LKso8dMZiSUkJ06ZNi1VTRZzLysoKF4gOdbo83lIAqvOdY17+5+S2GrYsVYW1vzZflRn64+ZKDteVYLf2saI4soh1eXm53DDEAel0xYmUlJRwMn0oNO2sVR+od+rHJwnz97ft5NAcK/YeP5u+/JHw4/tPmPx5mwWbxUfZlJFzueTDK0ZrIJneJMnWQVIndLg13nu3Nmp16Ebi7/HzbJJ6/dXeNlxOJxvvqqS5O02iXOK8WSyW8Lme5mwhyd5JrbcQa79Jba6F43vHNrK76fe7aXdr5Jxt5zufWItpmtz4O3U+64V7SLIPpITk5OQwa9asMX19cWGk0xUnBlemz3E1YNX66WhUd9xVyY4xf72AL8ATHar69sKzjRRnZoR/t/FBVVdmWcFe3I6OiP3kbl+cr6ysrHAR0YKUOjJqVDSgutVOc/P4z849l//+1Q4Oz7aR0BPgxq9uwNvczoOvqM/gmiG5XDNmzGDKlCmxaqqYIEJDjJoWjHYFbGRV+zAtGs++MnYjFg2Hm3llobopvzonAYvFwotbT7H37DQsmp9VQ8r7SJQrfkinK46E7pJsFj+5rnpqg8n0NUVOAv1jO73+jYcP8FaoGOpnV4QfP3jK5E9vWLBq/awukVwucfEsFkt4On2+24O9Tl0smp2xS6Y3Aya/b2wFYNGpJqZkZ7HxrkpautPITGpkQW7k0i1XXHFFLJopJpiINJHgiEVy8BR/u27sRiw2/WYbjZkaafXd/PCLH8U0TW54qBfQWJz/LinO9vC26enpzJ8/f8xeW1wc6XTFkcEf2PwUD+3tqTi6TZozLBhbjo/Z65imyT1vn8Zv05h6oonyuQP5WRsf7MdEY2nB2xEfXIDp06dTUlIyZu0Ql47BywF1N6YB0JIdu8r0r/xuH3sWJ2Dxm2y8egUNjS08+rpaGHjojMW5c+dGTHQR4lxGSqbv86YBcDrZPiav0VndxUtTVf7th7U+7FYru96uYseJ6WgEht0sr169WkqcxBH5S8SRocsBgRZOpt+849iYvc6J16rZtkwNWX5nxcCQyZEzJn983YJF87O6dMew/davXz9mbRCXllCnJTu5gYbWNAAaCpPx1MSm03Xn3lMErBozj3tZOXc6P7mrkubu9GFRLk3T5LwXo5aWlkZioorkhjpdZ7zqpraqyIm/13/OfUfr9lu3cLbIQnJLH5uu/QQAG+9rI2BamZdziMykgfp3brdblmmLM9LpiiNut5vkZDXFuCC4lIS9ViXX7/N2nXO/83Xbk3vpcGnknG3jmivLwo9vfLCPgKmxJP8d0pyRofBZs2ZJUT1xwQaGzgPYzF4cPdCcYeHwvpqoJ9O/t+U0O5eoC+P3V0/DU9vI77aqCO7QKNdll11GdnZ2VNsnJi5N08Lfk8kJXaQ5m2ltycTZFaAlTWPnq0cv6vl9bT6eyVDpHeVtbbgTnew/VMOrB1X1+/LS7RHbr1q1ShZljzPS6YojgyvT5yQ3YLX0096kahzVpI5NMn3r8TZenaeWGPpMlj2cn3W8yuTxV61YNP+wDy5IlEtcnJycnPAQR0FKPZketW7h6UYLbW3jt0TKSG556u3gkj+tfP6Ky7n+npPBKFdTRJTLYrGwdu3aqLZNTHyDRyxUtEsj82wfAC/uOnFRz33/zVs5OtOKo8vPLdeqGec/vteLL5DAjMxj5LvrwtsmJiaybNmyi3o9Mfak0xVnQh9YqyVAnqsOTzCZvrrIia/74lerv+NX26jN1XB7e9n4xYFiqBsf7CVgWliUt4/0xNaIfebNmxcucCnEhbBarRHJ9I5gOZTmhOjmdTUca2bLfBU9/kKJm7NVtfxh+1RgeF2uJUuWkJ6eHrW2iclhpMr0jnoVbTrY2XfBz+vv8fOEX61/u6y6iYKMdCpPN/D8O+r8rRhys7xixYrwElwifowq7qjr+jrgv1CdtDuC//4bEAAeNQzj17quJwOPAjnAM4ZhbArueyNQBpwCrjUMw6fr+tXAD4Bu4B8Mw6gayzc1kUVWpq+hurqA9I4A7SkWtr18iPWfWnjBz+1r8/FClupnl3e14wgW8jtZY/KHV2xoBIZFuTRNY926dRf8mkKE5OXl4fF4yHfXcqphGtBBS2Y6NTU1UVta5xd3bqV5ZSKZnm7+9Z8+wbc3vkVz9+XDolw2m401a9ZEpU1ichke6YJObw7gpSrtwkcsnvr1m7yzyI7NF+DGL6sI7MZ7PPT0L2BK6hlK0gZWLklISODyyy+/4NcS4+cDI126ricC/wx81DCM9YZhPI3qcF0JrAK+oeu6Bfga8LxhGOXAFbquF+q6vggoNAyjAjgM/K2u6zbg/wDrgB+iOnMiKHLKsQfQyKhWP79snLyo5/7dL3dweLaVhG4/m74yUAx14wM9+AMWFuYdIDMpsm7SwoULJadFjInQuZ3rqqepWdWFayx0UVtbG5XX723u5eViddH7iObj1Olqntw1A4A1pZG5XMuXLyclJSUq7RKTi8vlIjVVLZye7/agEeBko0qmP1tsp9Pbc97PafpNHq5VCfLzKxuZX1yEp66Zp99UuYhDb5Z1XQ8n9Iv4MprhxVWoiNSzuq4/ret6HnAESAGcQLdhGAFUNOul4D4vB/cb/NhmYDUwEzhkGEafYRjbgcvG6s1MBiMl01vr1IrxhzouPDQd6B9UDLWqkcIMNWxyps7kd3+1AyZrSrdF7KNpmuS0iDETiuLarf0E/AFsPmjIsXLsvegEum+79TWqCi24Wnz87Osf52f3naK5OyMY5ToQ3i4hIUEWBhYXJXSD4bD5yE5upLfbRYq3n55Ejc3Pvnvez/fqI/t4a2kCWsBk49/oAFx/7xna+9zkumqZmTlQUshqtbJq1aqxeSNizI2m05ULzAA+CdwL/Bh4HHgL1fl6ILhdOhDKiG0FMkbxGID1gls/CQ2uTJ+V1IDN4qOlUV2satKdF/y8rz+8n91L7epD+78GiqH++P5u+gMWFuS+R1ZyU8Q+ixcvJiMjY+hTCXFBcnJywhM38lPqyapVXz+VNSbt7e3vt+tFC/QFeMauCgyvamzFU1XDn4y5gIpyWS0DUa6VK1eGl+QS4kJEDjGqoYr0KrX49BuHzy+H0TRN7gzWVZxxvIk1C2bT3NLOH7aqunIVpdsZXK96yZIluFyui3wHYryMJqerBdhuGEafruuvAP8OVAALgQ7gFV3XnwhulxL8NxU4HXz+UIw+FfAO2i5kxMIluq5/A/gGwHXXXceGDRtG/64ugM/no7q6elxfY7RCHxirxSTPXYunOYckTlBdnMDJI6dIcJ1/kb27957CvzaJaUfqKamYT3V1NR6vhUdfymKkKJfFYmH27Nnjdkzi6XhfKuLhmKelpdHc3Ey+20N9bRoUd+K1pnLgwIFxXWbnmYcOcGiOnYSeAN//2Hx+evdJmrvXk5EYGeVyOByUlpaOyXGKh+N9KYmn4+1wDORuFabU8LZnCZYGddN8tD9wXu08+koNO3S17zULM6iurubmh6to7l5ORmIT83IOhbfVNI3p06dH5TjE0/GOR+cqsTSaTtdu4J91XdeAxUAl4ALagx2xftQw4w7gKlTk6yrg60AWKn/rEeDDwHbgGDBX1/UEQAf2jfSihmHcA9wT/HHcC/lUV1fHTR2qjo4O3n77bQAK3B6qqorJbQ3QnmrhwDtNfPLz5zcN+PjrVezQ1fj+datKw+/zR4900B+wMi/nIDmuhoh9li1bxuzZs8fg3Ywsno73pSIejnlJSUmw01VLdUMx0Elrejp9fX3j1jbTNHm6bS/gZNHJJlL0Uv6yXxWMXDs1MspVXl7O1KlTx+R14+F4X0ri6XhnZWXx/PPPAwMzGL0tRUA1NbmJFBQUjHo5tf9406BnbRLFlc18698+R1dXN3/YpgaIVpfsHFZXLlqTUuLpeE8kHzi8aBhGI/A0sAXYBPwEuBXYpuv6TuANwzA8wH3Ap3Rd3wZsMQyjyjCMd4A6Xde3AvOBpwzD8AG3Aa8D1wf/E4MMT6aHtCr1Ad2y7+yI+7yfW5/YS2eyRu6ZNr5y1WoAPI0mj7ykphOvKd0asb3NZqOiouKC2i7E+wmVHslz1eH1qrzCxgL3uJaNeP3JA7y92IHFb/Jfn13GpoeqaO7OGBblSk5OlhlfYkw4HA6ysrIANXHEaunnVMN0tIBJTaEVzzHvBzyDcmqnhy1L1Q3ztXMyAbj90WPUdeTgdrSxKD8yZrF69eoxfBdiPIyqZIRhGL8BfjPooROo8hCDt+kAPjPCvv8ywmOPo/LCxAjcbjcul4uOjo7gckCg1bthfgdHes6vVldbZTuvBYuh/k32wLDkj+9rx+d3MSf7MHnu+oh9li9fjtvtvsh3IcRwoWR6h62PXp8FLQD1eTYqj47fMMWvd57AvyqZOYebcM0r4Nl3VZRrzdRtEVGuiooKqWskxkxhYSGNjY1YLQHyXbVUtRWRWeujsSCBZzbv41uzPrjg9KZH36JtXRI5Z9v5px98hp6eXu5+Xt2srJqyC5tlIDtn7ty5MtN8ApDiqHEqnEyf3ITd2oe3Uf3syTq/acC//NVW6nI03E09/ChYDLW+2eShF1VHbO3UyCiX3W6XuyUxbgYX2c1zNZJVZyFg1Thxuo/Ozs4xf73DO8+yc7FKiv/Oiinc/EhNOMq1MHd/eLvU1FSp3i3G1EjJ9O4a1UnafbZ5xH0GazrawisL1Pf9/8qyY7FYeOCPRzndXEiirYtlBXsjtpcZtxODdLriVCgiYNFM8l21eFrUHUx1kZ32+tGtw+hr6+eFTPUnXtPdGS6G+sN7Wunz25iVdZR8d2SNpJUrV4ZLVggx1hISEsLDLvluD8kelXDcZKaOyxDjpsf30JOoUVzZxqwMJy8cWAIMj3KtXbtW1qgTY2pwvlNhqhqxCDSpEYRTCR88aX/Tr7fSkKWRVt/Nj//uY/T393PHn9UNxOXFu3HYfOFtp0+fHtHJE/FLOl1xKjKvq4b+XidpTQF6HRqbn9//PnsOePS2bRydpYqh3viVDwPQ0BzgoRfV3dPaqW9EbO9wOKS+ixh3oRuKfHctgQY1U7cldeyXA2o63cqWueoidXVeIrf/vh5vd+awKFdmZiaLFi0a09cWIjc3d9B6o6rT5fGqSRpV+U5M/7nnh3XXdrO5RA11f4he7FYrjz13hCP1U7Fb+1hRvDtie8nBnTik0xWnIpYDCibTp1SrZPqth2s+cH/Tb/JEhxquWXRWrdMF8KN7W+jttzMj8xiFKZEXubKyMqliLMbdQKfLQ6tX1YHzFqSOeWX6n/9qC83pGpmebtbMSGfzQTV8ODTKtW7duvDFUYixYrPZwuuNZiR6cdq6qWsuwt5n0pBj4d3t515h5PZbtnC22EJyq48br/0EgUCAWx5XkdhlBXtJsneHty0uLh7XcitibMk3TZwKJdODujgBmA1pABzzBz5w/9ce3c+eJcFiqFevBKCpNcCDL6o7/6G5XImJiaxYsWLY8wgx1kKdrkR7Lx096kJSV2DnTOXYJdP3tfXxUr6KFGzo7+HOJ714uzNJT/RGRLlyc3OZP3/+mL2uEIOFhhgtWjDaFbCQVdULwAtbj464T397P/+jVhGirKWV1KREnnvlKO9Uz8Ci+Smbsiti+4qKilGXnxCxJ52uOBYaYsxMaiLB2ktDsDK9J/uDq2XfvfcUfquqYLxy9nQAfnSPlx5fAtMyTlCcGnmBW716dURBPyHGy+Bk+pxkLxkNGj67xtFjnXR3d7/PnqN3+62vUVVsJbm1n08szOKlw6oUxNC6XOvXr5cLlhg3kcn06uY5MRjQ3ecdOTf3gVve4MgsK45uP7dc+2FM0+TG3/kBjcX575LiHFi9ITc3lxkzZoxb+8XYk05XHBtIplfRrrrmHABqCq00nmk9537Ht5xl+1I1O/EfV5UC0NwW4IHNKkF+aJRL6hOJaHI6naSnq+HufHct7loVkWr0u8dkiNH0m/xZU7PEVnqaefjZzhGjXIWFhcyaNeuiX0+Ic4lIpg/OYOwNDqmfcQ9fWcTfG+Bxn1oQe2lVE0WZGWzZdYJdJ2ehEWB1yc6I7SXKNfFIpyuODS2SGui3k1Hnp9+u8ZcXRizkD8AtT+6lK0kj73QbX75SJcb/8O4Gun0OStNPUpIWWWC1oqICu/38lxYS4kKFzu18twfqg8n07owxSab/w107ODRXLfnzqfluXjmmhteHrrF45ZVXygVLjKusrKzwd2somf5000wAzk5x4OvwRWz/59++yTsLbVh9Jr/4uzWYpskND3URMK3MyzlEZtJAUdWMjAzmzp0bpXcixop0uuJYRKcrmNflrlFTjXcebxhxn9bTHbw2RyXDfzZHDRe2tAd44EU1VXlolCslJUXqE4moC1emd9fS3qSiXt68iy8bYZomD59RC7cvPN7Es68FaOpSUa7L8gaiXFOnTh2z5X6EOBeLxRL+Hk9xdOB2tNHenklSu58Ol8arm98Lb2sGTB6sasK0aMyvbGBhSTF79p1myxEVjS0v3R7x3OXl5TIBZAKSv1gcc7lc4crwoRmM/cFk+spz/OVuvWML9TkaKY09/PBLHwHgR3fX0tXnZEraaUrTTkdsv2bNGqlPJKIuNHTuSuiitUvdHNQVOTh75uKS6bc+c5C9i51oAZMPFZu8erwMGB7luuKKKy7qdYQYrci8rhpAI/NsHwCvvjMw6vD6o/t5c1kCWsDkR59RN8LXP9CCL5DAjMxj5LvrwtumpKRw2WWXRecNiDElna44F/rApid6cdh6qG8qAsCTm4RpRtZ56e/oZ3OmioSt7e4kwWajrSPA/ZvVVJi1U7cyeDQlPT2dxYsXj/+bEGKIwSVRMp2tpLRAj1Pj2KE2ent7L/h5b99yFL9VY+aRZt58O2nEKNesWbMoKiq6mOYLMWqReV1qiDGhXt3oHu5Rw4umafLbPafw2zSmH/eyfuEcDh+r5sX9aiiyoiQyylVWVobV+sEFVkX8kU5XnBucTF/g9lDfkonFb+LJt1B9pDFi2wdv28axGWrWy41fVUv+/OjuGjr7EilKPcu09Mi6MGvXrpUProiJpKQkUlPVzUC+u5a0GpVMX9/nuuBk+uNGNbsWqckiFYltvF6plkVZU7pt2IxFIaJlpOWA2lvUpKiqLDXhaf8LlWzX1f9/v3waANffV09PfyLFqWcoSR+IiCUlJbF06dKotF2MPel0xbnBH9h8twf8NjJrAwSsGs+9dCD8O9Nv8mSwGOris17y0lJp6+jnvs1pwPAoV1ZWFgsXLozKexBiJIOLpFrrVRmUluT0C87r+vnv3qI7UaOosp2TpzJHjHLNnz8/omSFEOMtLS2NpCR1fofSRCob5wBQVWSjpbqdW/5ygB6nRlFlC19cdzlnqur4nz2q81UxJJdr5cqVMvFpApNOV5wbqTJ9skdFp3afGZjJ8urv9rF3kR2L32Tj59RsrR/fXU1HbxIFKdXMyDgR8bxShVvE2uDlgDqa0gBoybmwyvQt1e1sma2iXEs7POEoV0XpNqwWVUxY0zTWrVt38Q0X4jxomha+eXbaeslMasTXk0R6vQ9fgsbv73qLLUvU5KdrZqlJJT+7r4qOPje5rlpmZh4PP5fD4WD58uXRfxNizMhVN865XC5SUlKAgSnHvY1qweCT9oGhwbv2nCZg1Zh5vInLZ02jrcPHfZtVPZihUa7c3FzmzZsXpXcgxMhCnS63o52WdtVhqitOorrqg5e5GuqGO17Dm6GRWdtDa2MOTV1ZpDmbWTQoyrVo0aLwYttCRNPwZHpIrVb5XPe7+2lL0ciu6uB7n7mC+gYvT+4sAaC8ZEfEd/fy5ctxOp3Ra7gYc9LpmgBCF6d0ZwtOWze1TSox05OfiGmaHNt6lp1L1AfxO8FiqBvvPkt7bzJ5bg+zMo9FPN+6deukPpGIudB5rWngTmgnuQM6XBpHD3nx+XwfsPcAX6ePl3JUTtiC02fYemotAGumbg1HuSwWC2vXrh3jdyDE6IyUTK81qe/sk6XqMvzZdCsWi4VND57E251BeqKXeTkHw/vZbDZWrlwZxVaL8SCdrglg8MWpIMWDtyUdq8+kLs/CsT013PyEKoZacKqNv79qFe0dfdz/YiYAa0sjo1wFBQXMnj07Fm9DiAgulyu8vmhBSh3pNSpPpb4zibq6uvfbNcIdt73G2WIrrtZ+/B1ZI0a5li1bRlpa2pi2X4jRGqkyfWNLcfix1IYeNv79x2htbeO/X1dRsfKSHRETQJYuXUpycnKUWizGi3S6JoBhRVJNK1k1apmT//mfA7w+N1gMNVfVO9p412lae9zkuOqYnX0k4rlkrTkRTwZXprfXqfO4OTFt1Mn0ZsDkT/0qKjb74Gl2nFYzE9dMHcjlstlsrFmzZqybLsSoJScnh2fr5rrqsGh+ztRPw+JXnaoN/h4SbDZuf/QYdR25uB1tLMofWHXEYrFQVlYWk7aLsSWdrgkgcjkgFZpOrFVRgSeSoSFLI7Wxh//80kdoa+/h/pdV3sra0q1YBvWvpkyZwvTp06PXcCE+QGgmYb67lu5QMn3W6DtdT9y/i0NzE0joDWDvTB0U5Rq4YK1YsSIcURMiVkLRLrvVT66rDgIJZO09Q9aJs9z0tU/Q2dnF/S9lA7Cq+E1sFn9438suuyzcaRMTm3S6JoDk5OSBZPrgckA9jerDeWKa+hOu6+oiwWbjJ3efpKU7lezkBubmHIp4HolyiXgTGjpPc7bQ3Ko6RvVFyXhqRtfpeuB4PQAz3q1m95krgcgol8PhYPXq1WPdbCHO20jJ9FOapnD9dBepSYnc+8RhzrQU4bR1s6xwb8S+cg5PHtLpmiBCH9hUZytJ9k6qvQMVtR1dfm78+kdpbevigZdzAbXsyeAo17Rp0ygtLY1mk4X4QIPzFR2WThw90JJu4dihBvr7+993323PH2LvokS0gEmSN4HGEaJcq1atIjExcVzfgxCjMVKR1Oq2Ampqaujt7eXO59SN9Yrit3DY+sLbzp8/X2bdTiLS6ZogBl+c8t0e2trSsPeqfIClZ73kpKZw/T2VNHenkZnUxPzcgxH7SxVuEY9SUlLChSMLU+vJrFHLo9S2Oamvr3/ffW975TB+m8bUAw28XbMBiKzLlZiYKLO9RNyI7HSpSG51WwGtra3c99gejjZMw27tY0Xx7oj9ysvLo9pOMb6k0zVBROZ1ecDUcB3uwdHazU+/UEZLawcP/lXlx6go18Csl5kzZ8pacyIuaZoWUSTVUaem0Xvtqe+b11W538OuhWoml7vGT2NXtopyDUo+Li8vx+FwjGPrhRg9h8MRjlhlJTeSYO2ltSeNjt5k7nzWDcCygr0k2bvD+8ycOVNWUJhkpNM1QYxUmZ735vL16r3ML87nZ/eeoKlL1XZZkHsgYl+Jcol4NrjT1duohlhaM99/OaAbHtqlyqQcb+NAzYcBFeWyBaNcbrdbKneLuBNKprdoplrWDdhft4D36udh0fysmrIrYnuJck0+ttFspOv6OuC/UJ20O4DXgDuBXOCYYRjf1HU9GXgUyAGeMQxjU3DfG4Ey4BRwrWEYPl3XrwZ+AHQD/2AYRtVYvqnJKDTluLW1lQK3SsKsaSvAgsahw0d58K8qEjZ0cd+5c+dGdNiEiDeh8zMjqYnmlhSghoZCF7W1I38ttNZ3sGWGGpLMONHFe13ZpDpbIqJcFRUVsj6diDsFBQW8++67gEqmP91Syisn1gMai/L3kepsD29bUlLClClTYtRSMV4+MNKl63oi8M/ARw3DWG8YxtPARmCTYRhXGIbxzeCmXwOeNwyjHLhC1/VCXdcXAYWGYVQAh4G/1XXdBvwfYB3wQ1RnToxC6OKU4mgn2d5BT38izT1pbHqgksauTNKczRGL+wKy1pyIe6Hz2qKBlT5sPmjMsVJ5pBa/3z9s+xtufxVvpoWM2h4OVV8FqJuNUJQrLS2NpUuXRu8NCDFKI1Wm7w/Y0QhQXrIjYluJck1OoxleXIWKSD2r6/rTuq7nAUuA7+i6/rqu658JblcGvBT8/5eD+w1+bDOwGpgJHDIMo88wjO3AZWPyTi4BobyuUGV6gOrWQv56VCULV5RuDycRAyxcuJCcnJzoN1SI85CWlhZeT67AXU+WR30tVTcm0NjYGLFtf08/L6arCFbu/lYau3KDUa53w9usW7cOq9WKEPEmNzcXi0Wd36FOF8C8nENkJnnDP+fn50tNxUlqNMOLucAMYCVwFfBjYAUq+nUIeEPX9c1AOtAW3KcVyAg+5hnhsdB2ACN+O+q6/g3gGwDXXXcdGzZsGO17uiA+n4/q6upxfY2LlZCQEP7/ghQPx5pmsuVkBY1d2aQ4WiMuPJqmMWfOnLh9TxPheE828XzMMzIyqKmpIT+lFl9dLkzpxGtN4eDBgxGlIx6+dw9n5yWS3ObnSLXKVawYEuXKyMiIi/cZz8d7MpooxzsjI4PGxkZSna2kOlto7UmjvDQyyjVv3jxqas5/4fdomijHO1YGRzUHG02nqwXYbhhGn67rrwD/Dpw1DGM3gK7rR4DC4HYpwX9TgdPB508JPk8q4B20Xcjw8QPAMIx7gHuCP5ojbTOWqqurz3mQ4kV6ejqbN28GCOd1NXapIqkVpdvDFx6ARYsWMW/evOg3cpQmwvGebOL5mJeUlKhOl7uWyoYZQCct6en09PSE22yaJs/zNgBFe1vY1ZFPqrOFxYNuNjZs2EBxcfFILxF18Xy8J6OJcrxLS0tpbGxE0+CLix6jy5dEvrs2/PusrCxWr14d94WsJ8rxjjejGV7cDczVdV0DFgOVwLu6rs/Qdd0KTEdFs3agImEE/9015LEPA9uBY8HnS9B1vQwYyH4V7yspKSm8FER+ysDMLrejjSUF74R/tlgsrF27NtrNE+KChfK6spIaaG5W53hTYUrEDMY/PvwWB+c5sPeZVJ5ZBURGufLz85k7d26UWy7E+RncUcl1NTA1/XTE7ydCh0tcuA/sdBmG0Qg8DWwBNgE/Af4DuBfVibrXMIwu4D7gU7qubwO2GIZRZRjGO0CdrutbgfnAU4Zh+IDbgNeB64P/iVEK5XWlODpwJaiZLuUlOyLW6Vq6dClpaWmxaJ4QFyTU6bJaTAIBPxY/1OVZOXXMQyCgOlX3HVYdsJK9rdS3FQ+LcskyV2IiGFxzcajU1FQWLlwYxdaIaBtVyQjDMH4D/GbIw+uHbNMBfGaEff9lhMceBx4fdStFWH5+PocOqTUVN8x4hTOtxSwtGFiny2q1UlFREavmCXFBMjMzSUhIoK+vj3xXA231FhryA1TVW2lqaqLyXS97L0tCC5jUVC4GoKJkYEi9uLiYGTNmxPAdCDE6WVlZ2O12fD7fsN+VlZXJJJBJToqjTjCD75IW5e/nk3Oex24diHItX748vDi2EBOFpmnhytv57lqSPaqSvNdUQ4w3b34Pv01jyoFOqr3TSXG0snjQkPoVV1whUS4xIVgslhGHwV0uF0uWLIlBi0Q0Sadrgnm/Qqd2u11qu4gJa6AyvYdAgwuAlrQ03ttTyc75wZ8PzwIi63JNnz5dFnMXE8ratWtJT08P/2y1Wrn66quloO8lYFTDiyJ+JCUlkZaWRktLy7DfrVixguTk5Og3SogxEOp05bgaaK1MBRrw5qfyp10NdF2ZTH5lLwfr5w6LcskyV2KiycjI4Jvf/CbHjh2jr6+P2bNny3f3JUI6XRPQ3Llz2blzZ8RjDoeDsrKyGLVIiIsX6nTZLH56g+kutQV2ul3qcf8+Netr8IzFOXPmyLR1MSE5HA4WLFgQ62aIKJPhxQlo9erVEcOMVquVz33ucyQmJsawVUJcnKysLGw2dR+Yl+wlo0Gj367RlGkho76fI1WXkeJoZUlB5IxFIYSYKCTSNQElJyfz1a9+lcrKSrq6upg5cyZJSUmxbpYQF8VisZCXl0dVVZUqFulx483uBSBpTzqgBaNcauKILHMlhJhopNM1QVmtVmbOnBnrZggxpsKdrhQPNfX5QC/J7QHeO7k0IsqlaZos5i6EmHBkeFEIETdCw+a5rnpOnC0lpdFC8tYMAgFbcKkrFeVasmQJGRkZsWyqEEKcN4l0CSHiRqjTlWD14cTH6cdUzpaKcr0DqCjvmjVrYtVEIYS4YBLpEkLEjZycnHBF7nz3wLqL5YOiXLquh9cgFUKIiUQ6XUKIuGG1WsPJ8fnuWkAt6L40GOWy2+2yzJUQYsKSTpcQIq6EhhgX5u1nZuYxPj332XCUSwoACyEmMsnpEkLElVCny5XQxZcWPxZ+3Ol0SgFgIcSEJpEuIURcmTVrFhbL8K+msrIyKQAshJjQpNMlhIgrKSkpbNiwAU3Two/Nnj2b1atXx7BVQghx8WR4UQgRd1auXMn06dOpqakhIyODoqKiiE6YEEJMRNLpEkLEpezsbLKzs2PdDCGEGDMyvCiEEEIIEQXS6RJCCCGEiALpdAkhhBBCRIF0uoQQQgghokA6XUIIIYQQUSCdLiGEEEKIKJBOlxBCCCFEFEinSwghhBAiCjTTNGPdBiGEEEKISU8iXUIIIYQQUSCdLiGEEEKIKJBOlxBCCCFEFEinSwghhBAiCqTTJYQQQggRBdLpEkIIIYSIAlusGxALuq5fDtwO+IBq4MuGYfh0XS8BjgLLDMM4EMs2TjYjHXMgF/gt4AbeMAzjR7Fr4eRyjuP9DeAfgpvcaBjGUzFq3qSj63ou8DTqePuBLwHTgU1AAPi2YRj7Y9fCyeUcx/seID24yT8ZhvF2jJo3KY10zA3D8Oi67gJOAtcYhvFcLNs4EVyqka6zwBWGYawBTgGfDj7+r8D2WDVqkhvpmN+Euhitlw7XmBvpeH8HKAPWAf8Rs5ZNTo1AuWEYa4FHgK8CNwAfB74I3BjDtk1GIx3v7xmGUR78/5/GsnGT1EjHHOC7wJ6YtWqCuSQjXYZheAb92AcEdF2fCpjAmdi0anIb4ZhbgVLgFl3Xc4D/NAxjRyzaNhmNdI4DlUAikAS0xKBZk5ZhGP5BP7qBE6hObzPQrOt6RmxaNjmNcLzfMwyjMvhz6HwXY2ikY67regqwENgVm1ZNPJdkpyskOJz4IeB64FfAL4Afx7JNk92gY34f8BDwedSX5LPA8ti1bHIaco7nAIdQHd6vvt9+4vzpur4YuBtIQx3zzw/6db+u6wmGYfTFoGmT0gjHO+Tm4H9ijI1wzL8H/BrYELtWTSyX6vAiwR76o8BXgCkAhmGcimGTJr0hx7wROG4YxhnDMGoBn67rl/RNwFgbcrwTgW8DM4E5wE91Xddi17rJxzCMdwzDWAH8F/D/gJRBv7ZJh2tsDTne/w6g6/pGYJdhGG/EtHGT1JBj/mNgkWEYkpJzHi7JTlfw4v4YsNEwjCPAImC+ruubUT32u3Rdd8ayjZPN0GNuGEY30KTrepqu68mAwzCM/ti2cvIY4RwPAN1AD9AJJADS6Rojuq4nDPqxFegAbMHzuxjwxqZlk9MIx7tL1/WvAEWGYdwUm1ZNbiMc81KgKHjd/DtgYzCyLt7HJbngta7rfw/cBoRmE91pGMbjwd89BNwssxfH1kjHHJXsfSOqA/BTmfkyds5xvEuAz6Juth4wDOOu2LRu8gnOFr0ZNaurB7gWFVX8BSpX9DuGYbwbuxZOLiMc76+hZtDtRs2uO2kYxjWxa+HkM9I5Hsod1XX9x4Ah3+Ef7JLsdAkhhBBCRNslObwohBBCCBFt0ukSQgghhIgC6XQJIYQQQkSBdLqEEEIIIaJAOl1CCCGEEFEgxSiFEJOCrutJqPVTTxmG8VCwbtODwL8YhiEVyoUQMSeRLiHEZJEE/AhVgR9gC/AF1BJTQggRcxLpEkJMFkbw37W6rpvAaVRB2H8Bjui6fgrIAh5GVdDehlo37h7Ud+E1hmFsDlbe/hmqw5YMvIwqbtoQxfcihJiEJNIlhJgs/iP47yFUh2mkIcXk4L87gY+hKvXfhFoM/BfB3/078M+oCNltwEcBqd4vhLho0ukSQkwWLwX/rTcM4zHU+odDBYAfAE8Ff37UMIw7gBpgavCxTwT//SZquDIZtSarEEJcFBleFEJMFqNZ06zbMIw+Xdd9wZ9bg//6Aeug7fpRnS9/8Ge5QRVCXDT5IhFCTBZtqEjWDF3Xv4TK57oQz6FuSP8BmAJ8BBX1EkKIiyKdLiHEpGAYhg+Vn5UG/DcDUarz9fPg81SgEu0/ipoJKYQQF0UzzdFE5IUQQgghxMWQSJcQQgghRBRIp0sIIYQQIgqk0yWEEEIIEQXS6RJCCCGEiALpdAkhhBBCRIF0uoQQQgghokA6XUIIIYQQUSCdLiGEEEKIKPj/AQnJdVADmHtxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_forecast_sums(pred_series):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "\n",
    "    pred_series[\"Total\"].plot(label=\"total\", lw=6, alpha=0.3, color=\"grey\")\n",
    "    sum([pred_series[r] for r in regions]).plot(label=\"sum of regions\")\n",
    "    sum([pred_series[r] for r in reasons]).plot(label=\"sum of reasons\")\n",
    "    sum([pred_series[t] for t in regions_reasons_comps]).plot(\n",
    "        label=\"sum of (region, reason) series\"\n",
    "    )\n",
    "    sum([pred_series[t] for t in regions_reasons_city_comps]).plot(\n",
    "        label=\"sum of (region, reason, city) series\"\n",
    "    )\n",
    "\n",
    "    legend = plt.legend(loc=\"best\", frameon=1)\n",
    "    frame = legend.get_frame()\n",
    "    frame.set_facecolor(\"white\")\n",
    "\n",
    "\n",
    "plot_forecast_sums(pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ef99314",
   "metadata": {},
   "source": [
    "It seems that they don't. So let's reconcile them.\n",
    "We will use some transformers available in `darts.dataprocessing.transformers` to do that. These transformers can perform *posthoc* reconciliation (i.e., reconcile forecasts after they have been obtained). We have at our disposal the following methods:\n",
    "\n",
    "* `BottomUpReconciliator` performs bottom-up reconciliation, simply resetting each component in the hierarchy as the sum of its children components ([API documentation](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.reconciliation.html#darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator)).\n",
    "* `TopDownReconciliator` performs top-down reconciliation, which breaks down the aggregate forecasts down the hierarchy using historical proportions. This transformer requires calling `fit()` with the historical values (i.e., the training series) in order to learn these proportions ([API documentation](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.reconciliation.html#darts.dataprocessing.transformers.reconciliation.TopDownReconciliator)).\n",
    "* `MinTReconciliator` is a technique to perform \"optimal\" reconciliation, as detailed [here](https://otexts.com/fpp3/reconciliation.html#the-mint-optimal-reconciliation-approach). This transformer can work in a few different ways listed in the [API Documentation](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.reconciliation.html#darts.dataprocessing.transformers.reconciliation.MinTReconciliator).\n",
    "\n",
    "Below, we use the `wls_val` variant of `MinTReconciliator`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5c5f2006",
   "metadata": {},
   "outputs": [],
   "source": [
    "reconciliator = MinTReconciliator(method=\"wls_val\")\n",
    "reconciliator.fit(train)\n",
    "reconcilied_preds = reconciliator.transform(pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c364047d-577e-4d32-98ab-cc07f821005e",
   "metadata": {},
   "source": [
    "Let's now check whether the reconciled forecasts sum up as we expect:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b2b95875",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_forecast_sums(reconcilied_preds)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45f6313d-4ffa-4221-b9cf-1f70c09044ea",
   "metadata": {},
   "source": [
    "It looks good - and how about the MAE errors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d9d2b026",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean MAE on total: 4168.35\n",
      "mean MAE on reasons: 1288.50\n",
      "mean MAE on regions: 781.98\n",
      "mean MAE on (region, reason): 309.29\n",
      "mean MAE on (region, reason, city): 188.89\n"
     ]
    }
   ],
   "source": [
    "measure_mae(reconcilied_preds)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c44f23b-29cd-4d6c-9757-34079961bdbe",
   "metadata": {},
   "source": [
    "Compared to before, the MAE slightly increased (e.g., on the total level), whereas it slightly decreased on some other more granular levels. This is typical of reconciliation: it can increase the error, but also decrease it in some cases."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47fbbfc0",
   "metadata": {},
   "source": [
    "## Alternative: Forecasting Components Independently\n",
    "Above, we simply fit a single multivariate model on our multivariate series. This means that the forecasts for each dimension consumes the (lagged) values of all other dimensions. Below, for the sake of example, we repeat the experiment but using \"local\" models forecasting each component independently. We use a simple `Theta` model, and concatenate all the forecasts in a single multivariate `TimeSeries`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8c704584-f31e-4cfb-bc53-daa0e8ef8df8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/julien/miniconda3/envs/darts/lib/python3.9/site-packages/statsmodels/tsa/holtwinters/model.py:915: ConvergenceWarning: Optimization failed to converge. Check mle_retvals.\n",
      "  warnings.warn(\n",
      "/Users/julien/miniconda3/envs/darts/lib/python3.9/site-packages/statsmodels/tsa/holtwinters/model.py:915: ConvergenceWarning: Optimization failed to converge. Check mle_retvals.\n",
      "  warnings.warn(\n",
      "/Users/julien/miniconda3/envs/darts/lib/python3.9/site-packages/statsmodels/tsa/holtwinters/model.py:915: ConvergenceWarning: Optimization failed to converge. Check mle_retvals.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "preds = []\n",
    "for component in tourism_series.components:\n",
    "    model = Theta()\n",
    "    model.fit(train[component])\n",
    "    preds.append(model.predict(n=len(val)))\n",
    "\n",
    "pred = concatenate(preds, axis=\"component\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2987c301-7e07-42ad-87a2-e4ac67b025bf",
   "metadata": {},
   "source": [
    "Let's plot a few forecasts, and show the MAE errors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "22e88655-2321-404a-8a76-a24f41c9d8e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean MAE on total: 3294.38\n",
      "mean MAE on reasons: 1194.38\n",
      "mean MAE on regions: 811.74\n",
      "mean MAE on (region, reason): 332.17\n",
      "mean MAE on (region, reason, city): 192.29\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 8))\n",
    "tourism_series[components_to_show].plot(lw=5)\n",
    "pred[components_to_show].plot(lw=2)\n",
    "measure_mae(pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "334d54bc-b3ea-4087-a7e3-35b1fbbb1642",
   "metadata": {},
   "source": [
    "As expected, these forecasts don't add up either:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e8c5cb12-11c9-4386-b483-21b48d568642",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_forecast_sums(pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad3a185c-4ed5-4863-a80e-b6f6e2dfdbf1",
   "metadata": {},
   "source": [
    "Let's make them add up using a `MinTReconciliator`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "616da722-26ee-4630-9728-64d7ab7980e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean MAE on total: 3243.16\n",
      "mean MAE on reasons: 1207.85\n",
      "mean MAE on regions: 776.80\n",
      "mean MAE on (region, reason): 315.56\n",
      "mean MAE on (region, reason, city): 198.72\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reconciliator = MinTReconciliator(method=\"wls_val\")\n",
    "reconciliator.fit(train)\n",
    "reconcilied_preds = reconciliator.transform(pred)\n",
    "\n",
    "plot_forecast_sums(reconcilied_preds)\n",
    "measure_mae(reconcilied_preds)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
